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Add the Pytorch channel to AAW artifactory

Open Jose-Matsuda opened this issue 3 years ago • 7 comments

Is your feature request related to a problem? Please link issue ticket

This is necessary for GPU-enabled versions of pytorch, and needs to be added to artifactory so that it may be accessible by protected-b workloads

Describe the solution you'd like

Have the pytorch channel available to aaw artifactory

Describe alternatives you've considered

N/A

Additional context

Should be a small task

Given the following install image

I can't seem to find cudatoolkit in the searchable pytorch/packages, though it might be available through conda-forge

Jose-Matsuda avatar Oct 19 '22 15:10 Jose-Matsuda

I have been able to install some of the packages that the user wanted. (upon using conda list) image Came after running, conda install torchaudio -c http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-pytorch-remote

To actually get this to happen, the setup was mostly simple, add a remote repository image

and the gotcha is that you also need to add a virtual repository image

Jose-Matsuda avatar Oct 25 '22 11:10 Jose-Matsuda

In trying to have just one virtual repository (as in having both conda-forge and pytorch) it has failed.

It gets

Collecting package metadata (current_repodata.json): done
Solving environment: failed with initial frozen solve. Retrying with flexible solve.
Solving environment: failed with repodata from current_repodata.json, will retry with next repodata source.

ResolvePackageNotFound: 
  - python==3.9.7

Jose-Matsuda avatar Oct 25 '22 12:10 Jose-Matsuda

What was the command you used? I know I used -c multiple times for multiple channels (like -c pytorch -c conda-forge) and it worked for me on an internet connected system. If pytorch is already in the AAW Artifactory and access to it is enabled for regular users, I can test the installation.

StanHatko avatar Oct 25 '22 13:10 StanHatko

@StanHatko can you test using the command conda install torchaudio -c http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-pytorch-remote in your prob workspace? (or can use the command you tried earlier, just substitute the channel)

Jose-Matsuda avatar Oct 25 '22 14:10 Jose-Matsuda

Yes that command worked for me in a newly created mostly-empty environment:

conda create -n testenv1 ipython numpy
conda activate testenv1
conda install torchaudio -c http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-pytorch-remote

Here is the output of the last command:

(testenv1) jovyan@test-pb2-0:~$ conda install torchaudio -c http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-pytorch-remote
Collecting package metadata (current_repodata.json): done
Solving environment: done

## Package Plan ##

  environment location: /opt/conda/envs/testenv1

  added / updated specs:
    - torchaudio


The following packages will be downloaded:

    package                    |            build
    ---------------------------|-----------------
    _openmp_mutex-4.5          |       2_kmp_llvm           6 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    cffi-1.15.1                |  py310h255011f_1         232 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    cudatoolkit-10.2.89        |      h713d32c_10       449.7 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    libprotobuf-3.21.8         |       h6239696_0         2.5 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    llvm-openmp-14.0.4         |       he0ac6c6_0         5.8 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    mkl-2022.1.0               |     h84fe81f_915       199.6 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    ninja-1.11.0               |       h924138e_0         2.8 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    pycparser-2.21             |     pyhd8ed1ab_0         100 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    pytorch-1.12.1             |cpu_py310h02c325b_1        62.3 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    pytorch-mutex-1.0          |             cuda           3 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-pytorch-remote
    sleef-3.5.1                |       h9b69904_2         1.5 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    tbb-2021.6.0               |       h924138e_0         2.0 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    torchaudio-0.12.1          |      py310_cu102         6.1 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-pytorch-remote
    typing_extensions-4.4.0    |     pyha770c72_0          29 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    ------------------------------------------------------------
                                           Total:       732.7 MB

The following NEW packages will be INSTALLED:

  cffi               artifactory/api/conda/conda-forge-remote/linux-64::cffi-1.15.1-py310h255011f_1
  cudatoolkit        artifactory/api/conda/conda-forge-remote/linux-64::cudatoolkit-10.2.89-h713d32c_10
  libprotobuf        artifactory/api/conda/conda-forge-remote/linux-64::libprotobuf-3.21.8-h6239696_0
  llvm-openmp        artifactory/api/conda/conda-forge-remote/linux-64::llvm-openmp-14.0.4-he0ac6c6_0
  mkl                artifactory/api/conda/conda-forge-remote/linux-64::mkl-2022.1.0-h84fe81f_915
  ninja              artifactory/api/conda/conda-forge-remote/linux-64::ninja-1.11.0-h924138e_0
  pycparser          artifactory/api/conda/conda-forge-remote/noarch::pycparser-2.21-pyhd8ed1ab_0
  pytorch            artifactory/api/conda/conda-forge-remote/linux-64::pytorch-1.12.1-cpu_py310h02c325b_1
  pytorch-mutex      artifactory/api/conda/conda-pytorch-remote/noarch::pytorch-mutex-1.0-cuda
  sleef              artifactory/api/conda/conda-forge-remote/linux-64::sleef-3.5.1-h9b69904_2
  tbb                artifactory/api/conda/conda-forge-remote/linux-64::tbb-2021.6.0-h924138e_0
  torchaudio         artifactory/api/conda/conda-pytorch-remote/linux-64::torchaudio-0.12.1-py310_cu102
  typing_extensions  artifactory/api/conda/conda-forge-remote/noarch::typing_extensions-4.4.0-pyha770c72_0

The following packages will be DOWNGRADED:

  _openmp_mutex                                   4.5-2_gnu --> 4.5-2_kmp_llvm


Proceed ([y]/n)? y


Downloading and Extracting Packages
llvm-openmp-14.0.4   | 5.8 MB    | ################################################################################################################################################################################### | 100% 
pycparser-2.21       | 100 KB    | ################################################################################################################################################################################### | 100% 
ninja-1.11.0         | 2.8 MB    | ################################################################################################################################################################################### | 100% 
torchaudio-0.12.1    | 6.1 MB    | ################################################################################################################################################################################### | 100% 
typing_extensions-4. | 29 KB     | ################################################################################################################################################################################### | 100% 
mkl-2022.1.0         | 199.6 MB  | ################################################################################################################################################################################### | 100% 
cffi-1.15.1          | 232 KB    | ################################################################################################################################################################################### | 100% 
pytorch-1.12.1       | 62.3 MB   | ################################################################################################################################################################################### | 100% 
sleef-3.5.1          | 1.5 MB    | ################################################################################################################################################################################### | 100% 
libprotobuf-3.21.8   | 2.5 MB    | ################################################################################################################################################################################### | 100% 
cudatoolkit-10.2.89  | 449.7 MB  | ################################################################################################################################################################################### | 100% 
tbb-2021.6.0         | 2.0 MB    | ################################################################################################################################################################################### | 100% 
pytorch-mutex-1.0    | 3 KB      | ################################################################################################################################################################################### | 100% 
_openmp_mutex-4.5    | 6 KB      | ################################################################################################################################################################################### | 100% 
Preparing transaction: done
Verifying transaction: done
Executing transaction: | By downloading and using the CUDA Toolkit conda packages, you accept the terms and conditions of the CUDA End User License Agreement (EULA): https://docs.nvidia.com/cuda/eula/index.html

done

I'll now check it works with a few more packages and combining both in one command.

StanHatko avatar Oct 25 '22 16:10 StanHatko

The following command worked for me, to create a torch environment with a bunch of other packages as well:

conda create -n torchenv python==3.8.* ipython fastparquet fiona gdal geopandas matplotlib numpy p7zip pandas parallel pillow rasterio scikit-learn scipy shapely pytorch torchvision torchaudio cudatoolkit=11.3 -c http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-pytorch-remote

The python==3.8.* is because matplotlib (an important package) is not yet compatible with the newest python version (I've read the pre-release version of matplotlib is, but here I'm looking only at official versions). It automatically falls back to the Artifactory conda-forge for packages not specified in that channel, so no need to specify another channel in the command.

Output is:

(base) jovyan@test-pb2-0:~$ conda create -n torchenv python==3.8.* ipython fastparquet fiona gdal geopandas matplotlib numpy p7zip pandas parallel pillow rasterio scikit-learn scipy shapely pytorch torchvision torchaudio cudatoolkit=11.3 -c http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-pytorch-remote
Collecting package metadata (current_repodata.json): done
Solving environment: failed with repodata from current_repodata.json, will retry with next repodata source.
Collecting package metadata (repodata.json): done
Solving environment: done

## Package Plan ##

  environment location: /opt/conda/envs/torchenv

  added / updated specs:
    - cudatoolkit=11.3
    - fastparquet
    - fiona
    - gdal
    - geopandas
    - ipython
    - matplotlib
    - numpy
    - p7zip
    - pandas
    - parallel
    - pillow
    - python=3.8
    - pytorch
    - rasterio
    - scikit-learn
    - scipy
    - shapely
    - torchaudio
    - torchvision


The following packages will be downloaded:

    package                    |            build
    ---------------------------|-----------------
    alsa-lib-1.2.7.2           |       h166bdaf_0         581 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    attr-2.5.1                 |       h166bdaf_1          69 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    brotlipy-0.7.0             |py38h0a891b7_1004         342 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    cffi-1.15.1                |   py38h4a40e3a_1         229 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    click-8.1.3                |   py38h578d9bd_0         146 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    contourpy-1.0.5            |   py38h43d8883_0         234 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    cramjam-2.5.0              |   py38ha8db356_0         1.4 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    cryptography-38.0.2        |   py38h2b5fc30_1         1.5 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    curl-7.85.0                |       h7bff187_0          91 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    dbus-1.13.6                |       h5008d03_3         604 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    fastparquet-0.8.3          |   py38h71d37f0_0         541 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    fftw-3.3.10                |nompi_hf0379b8_105         2.2 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    fiona-1.8.22               |   py38hc72d8cd_0         969 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    fonttools-4.38.0           |   py38h0a891b7_0         2.0 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    gdal-3.5.2                 |   py38h1f15b03_5         1.8 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    glib-2.74.0                |       h6239696_0         438 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    glib-tools-2.74.0          |       h6239696_0         108 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    gst-plugins-base-1.20.3    |       h57caac4_2         2.8 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    gstreamer-1.20.3           |       hd4edc92_2         2.0 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    hdf5-1.12.2                |nompi_h2386368_100         3.5 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    jack-1.9.21                |       h2a1e645_0         530 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    kiwisolver-1.4.4           |   py38h43d8883_0          76 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    krb5-1.19.3                |       h3790be6_0         1.4 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    libcap-2.66                |       ha37c62d_0          97 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    libclang-14.0.6            |default_h2e3cab8_0         127 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    libclang13-14.0.6          |default_h3a83d3e_0        10.6 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    libcups-2.3.3              |       h3e49a29_2         4.5 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    libcurl-7.85.0             |       h7bff187_0         348 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    libdb-6.2.32               |       h9c3ff4c_0        23.3 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    libevent-2.1.10            |       h9b69904_4         1.1 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    libflac-1.4.2              |       h27087fc_0         411 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    libgdal-3.5.2              |       hf663712_5        14.1 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    libllvm14-14.0.6           |       he0ac6c6_0        35.2 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    libnghttp2-1.47.0          |       hdcd2b5c_1         808 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    libogg-1.3.4               |       h7f98852_1         206 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    libopus-1.3.1              |       h7f98852_1         255 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    libpq-14.5                 |       hd77ab85_0         3.0 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    libsndfile-1.1.0           |       h27087fc_0         370 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    libssh2-1.10.0             |       haa6b8db_3         234 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    libtool-2.4.6              |    h9c3ff4c_1008         511 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    libudev1-251               |       h166bdaf_0         112 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    libvorbis-1.3.7            |       h9c3ff4c_0         280 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    libxkbcommon-1.0.3         |       he3ba5ed_0         581 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    libzip-1.9.2               |       hc869a4a_1          97 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    markupsafe-2.1.1           |   py38h0a891b7_1          22 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    matplotlib-3.6.1           |   py38h578d9bd_0           7 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    matplotlib-base-3.6.1      |   py38hb021067_0         7.5 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    mpg123-1.30.2              |       h27087fc_1         512 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    mysql-common-8.0.31        |       haf5c9bc_0         1.9 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    mysql-libs-8.0.31          |       h28c427c_0         1.9 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    numpy-1.23.4               |   py38h7042d01_0         7.1 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    openssl-1.1.1q             |       h166bdaf_1         2.1 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    pandas-1.5.1               |   py38h8f669ce_0        13.2 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    pillow-9.2.0               |   py38ha3b2c9c_2        45.2 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    ply-3.11                   |             py_1          44 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    postgresql-14.5            |       hfdbbde3_0         5.5 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    pulseaudio-14.0            |      habe0971_10         1.6 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    pyproj-3.4.0               |   py38hd7890fc_1         507 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    pyqt-5.15.7                |   py38h7492b6b_1         6.2 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    pyqt5-sip-12.11.0          |   py38hfa26641_1          86 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    python-3.8.13              |h582c2e5_0_cpython        25.1 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    python_abi-3.8             |           2_cp38           4 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    pytorch-1.12.1             |py3.8_cuda11.3_cudnn8.3.2_0        1.19 GB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-pytorch-remote
    qt-main-5.15.6             |       hc525480_0        61.5 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    rasterio-1.3.3             |   py38hb7ee17c_1         8.4 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    rtree-1.0.1                |   py38h02d302b_0          49 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    scikit-learn-1.1.2         |   py38h0b08f9b_0         8.3 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    scipy-1.9.3                |   py38h8ce737c_0        26.3 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    shapely-1.8.5              |   py38hc9bb657_0         366 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    sip-6.7.2                  |   py38hfa26641_0         539 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    tiledb-2.11.3              |       h1e4a385_1         4.5 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    toml-0.10.2                |     pyhd8ed1ab_0          18 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    torchaudio-0.12.1          |       py38_cu113         6.2 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-pytorch-remote
    torchvision-0.13.1         |       py38_cu113        28.7 MB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-pytorch-remote
    tornado-6.2                |   py38h0a891b7_0         653 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    unicodedata2-14.0.0        |   py38h0a891b7_1         498 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    xcb-util-0.4.0             |       h166bdaf_0          20 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    xcb-util-image-0.4.0       |       h166bdaf_0          24 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    xcb-util-keysyms-0.4.0     |       h166bdaf_0          12 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    xcb-util-renderutil-0.3.9  |       h166bdaf_0          15 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    xcb-util-wm-0.4.1          |       h166bdaf_0          55 KB  http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-forge-remote
    ------------------------------------------------------------
                                           Total:        1.57 GB

The following NEW packages will be INSTALLED:

  _libgcc_mutex      artifactory/api/conda/conda-forge-remote/linux-64::_libgcc_mutex-0.1-conda_forge
  _openmp_mutex      artifactory/api/conda/conda-forge-remote/linux-64::_openmp_mutex-4.5-2_kmp_llvm
  affine             artifactory/api/conda/conda-forge-remote/noarch::affine-2.3.1-pyhd8ed1ab_0
  alsa-lib           artifactory/api/conda/conda-forge-remote/linux-64::alsa-lib-1.2.7.2-h166bdaf_0
  asttokens          artifactory/api/conda/conda-forge-remote/noarch::asttokens-2.0.8-pyhd8ed1ab_0
  attr               artifactory/api/conda/conda-forge-remote/linux-64::attr-2.5.1-h166bdaf_1
  attrs              artifactory/api/conda/conda-forge-remote/noarch::attrs-22.1.0-pyh71513ae_1
  backcall           artifactory/api/conda/conda-forge-remote/noarch::backcall-0.2.0-pyh9f0ad1d_0
  backports          artifactory/api/conda/conda-forge-remote/noarch::backports-1.0-py_2
  backports.functoo~ artifactory/api/conda/conda-forge-remote/noarch::backports.functools_lru_cache-1.6.4-pyhd8ed1ab_0
  blas               artifactory/api/conda/conda-forge-remote/linux-64::blas-2.116-mkl
  blas-devel         artifactory/api/conda/conda-forge-remote/linux-64::blas-devel-3.9.0-16_linux64_mkl
  blosc              artifactory/api/conda/conda-forge-remote/linux-64::blosc-1.21.1-h83bc5f7_3
  boost-cpp          artifactory/api/conda/conda-forge-remote/linux-64::boost-cpp-1.78.0-h75c5d50_1
  branca             artifactory/api/conda/conda-forge-remote/noarch::branca-0.5.0-pyhd8ed1ab_0
  brotli             artifactory/api/conda/conda-forge-remote/linux-64::brotli-1.0.9-h166bdaf_7
  brotli-bin         artifactory/api/conda/conda-forge-remote/linux-64::brotli-bin-1.0.9-h166bdaf_7
  brotlipy           artifactory/api/conda/conda-forge-remote/linux-64::brotlipy-0.7.0-py38h0a891b7_1004
  bzip2              artifactory/api/conda/conda-forge-remote/linux-64::bzip2-1.0.8-h7f98852_4
  c-ares             artifactory/api/conda/conda-forge-remote/linux-64::c-ares-1.18.1-h7f98852_0
  ca-certificates    artifactory/api/conda/conda-forge-remote/linux-64::ca-certificates-2022.9.24-ha878542_0
  cairo              artifactory/api/conda/conda-forge-remote/linux-64::cairo-1.16.0-ha61ee94_1014
  certifi            artifactory/api/conda/conda-forge-remote/noarch::certifi-2022.9.24-pyhd8ed1ab_0
  cffi               artifactory/api/conda/conda-forge-remote/linux-64::cffi-1.15.1-py38h4a40e3a_1
  cfitsio            artifactory/api/conda/conda-forge-remote/linux-64::cfitsio-4.1.0-hd9d235c_0
  charset-normalizer artifactory/api/conda/conda-forge-remote/noarch::charset-normalizer-2.1.1-pyhd8ed1ab_0
  click              artifactory/api/conda/conda-forge-remote/linux-64::click-8.1.3-py38h578d9bd_0
  click-plugins      artifactory/api/conda/conda-forge-remote/noarch::click-plugins-1.1.1-py_0
  cligj              artifactory/api/conda/conda-forge-remote/noarch::cligj-0.7.2-pyhd8ed1ab_1
  contourpy          artifactory/api/conda/conda-forge-remote/linux-64::contourpy-1.0.5-py38h43d8883_0
  cramjam            artifactory/api/conda/conda-forge-remote/linux-64::cramjam-2.5.0-py38ha8db356_0
  cryptography       artifactory/api/conda/conda-forge-remote/linux-64::cryptography-38.0.2-py38h2b5fc30_1
  cudatoolkit        artifactory/api/conda/conda-forge-remote/linux-64::cudatoolkit-11.3.1-h9edb442_10
  curl               artifactory/api/conda/conda-forge-remote/linux-64::curl-7.85.0-h7bff187_0
  cycler             artifactory/api/conda/conda-forge-remote/noarch::cycler-0.11.0-pyhd8ed1ab_0
  dbus               artifactory/api/conda/conda-forge-remote/linux-64::dbus-1.13.6-h5008d03_3
  decorator          artifactory/api/conda/conda-forge-remote/noarch::decorator-5.1.1-pyhd8ed1ab_0
  executing          artifactory/api/conda/conda-forge-remote/noarch::executing-1.1.1-pyhd8ed1ab_0
  expat              artifactory/api/conda/conda-forge-remote/linux-64::expat-2.4.9-h27087fc_0
  fastparquet        artifactory/api/conda/conda-forge-remote/linux-64::fastparquet-0.8.3-py38h71d37f0_0
  ffmpeg             artifactory/api/conda/conda-pytorch-remote/linux-64::ffmpeg-4.3-hf484d3e_0
  fftw               artifactory/api/conda/conda-forge-remote/linux-64::fftw-3.3.10-nompi_hf0379b8_105
  fiona              artifactory/api/conda/conda-forge-remote/linux-64::fiona-1.8.22-py38hc72d8cd_0
  folium             artifactory/api/conda/conda-forge-remote/noarch::folium-0.13.0-pyhd8ed1ab_0
  font-ttf-dejavu-s~ artifactory/api/conda/conda-forge-remote/noarch::font-ttf-dejavu-sans-mono-2.37-hab24e00_0
  font-ttf-inconsol~ artifactory/api/conda/conda-forge-remote/noarch::font-ttf-inconsolata-3.000-h77eed37_0
  font-ttf-source-c~ artifactory/api/conda/conda-forge-remote/noarch::font-ttf-source-code-pro-2.038-h77eed37_0
  font-ttf-ubuntu    artifactory/api/conda/conda-forge-remote/noarch::font-ttf-ubuntu-0.83-hab24e00_0
  fontconfig         artifactory/api/conda/conda-forge-remote/linux-64::fontconfig-2.14.1-hc2a2eb6_0
  fonts-conda-ecosy~ artifactory/api/conda/conda-forge-remote/noarch::fonts-conda-ecosystem-1-0
  fonts-conda-forge  artifactory/api/conda/conda-forge-remote/noarch::fonts-conda-forge-1-0
  fonttools          artifactory/api/conda/conda-forge-remote/linux-64::fonttools-4.38.0-py38h0a891b7_0
  freetype           artifactory/api/conda/conda-forge-remote/linux-64::freetype-2.12.1-hca18f0e_0
  freexl             artifactory/api/conda/conda-forge-remote/linux-64::freexl-1.0.6-h166bdaf_1
  fsspec             artifactory/api/conda/conda-forge-remote/noarch::fsspec-2022.10.0-pyhd8ed1ab_0
  gdal               artifactory/api/conda/conda-forge-remote/linux-64::gdal-3.5.2-py38h1f15b03_5
  geopandas          artifactory/api/conda/conda-forge-remote/noarch::geopandas-0.12.0-pyhd8ed1ab_0
  geopandas-base     artifactory/api/conda/conda-forge-remote/noarch::geopandas-base-0.12.0-pyha770c72_0
  geos               artifactory/api/conda/conda-forge-remote/linux-64::geos-3.11.0-h27087fc_0
  geotiff            artifactory/api/conda/conda-forge-remote/linux-64::geotiff-1.7.1-ha76d385_4
  gettext            artifactory/api/conda/conda-forge-remote/linux-64::gettext-0.21.1-h27087fc_0
  giflib             artifactory/api/conda/conda-forge-remote/linux-64::giflib-5.2.1-h36c2ea0_2
  glib               artifactory/api/conda/conda-forge-remote/linux-64::glib-2.74.0-h6239696_0
  glib-tools         artifactory/api/conda/conda-forge-remote/linux-64::glib-tools-2.74.0-h6239696_0
  gmp                artifactory/api/conda/conda-forge-remote/linux-64::gmp-6.2.1-h58526e2_0
  gnutls             artifactory/api/conda/conda-forge-remote/linux-64::gnutls-3.6.13-h85f3911_1
  gst-plugins-base   artifactory/api/conda/conda-forge-remote/linux-64::gst-plugins-base-1.20.3-h57caac4_2
  gstreamer          artifactory/api/conda/conda-forge-remote/linux-64::gstreamer-1.20.3-hd4edc92_2
  hdf4               artifactory/api/conda/conda-forge-remote/linux-64::hdf4-4.2.15-h9772cbc_4
  hdf5               artifactory/api/conda/conda-forge-remote/linux-64::hdf5-1.12.2-nompi_h2386368_100
  icu                artifactory/api/conda/conda-forge-remote/linux-64::icu-70.1-h27087fc_0
  idna               artifactory/api/conda/conda-forge-remote/noarch::idna-3.4-pyhd8ed1ab_0
  ipython            artifactory/api/conda/conda-forge-remote/noarch::ipython-8.5.0-pyh41d4057_1
  jack               artifactory/api/conda/conda-forge-remote/linux-64::jack-1.9.21-h2a1e645_0
  jedi               artifactory/api/conda/conda-forge-remote/noarch::jedi-0.18.1-pyhd8ed1ab_2
  jinja2             artifactory/api/conda/conda-forge-remote/noarch::jinja2-3.1.2-pyhd8ed1ab_1
  joblib             artifactory/api/conda/conda-forge-remote/noarch::joblib-1.2.0-pyhd8ed1ab_0
  jpeg               artifactory/api/conda/conda-forge-remote/linux-64::jpeg-9e-h166bdaf_2
  json-c             artifactory/api/conda/conda-forge-remote/linux-64::json-c-0.16-hc379101_0
  kealib             artifactory/api/conda/conda-forge-remote/linux-64::kealib-1.4.15-ha7026e8_1
  keyutils           artifactory/api/conda/conda-forge-remote/linux-64::keyutils-1.6.1-h166bdaf_0
  kiwisolver         artifactory/api/conda/conda-forge-remote/linux-64::kiwisolver-1.4.4-py38h43d8883_0
  krb5               artifactory/api/conda/conda-forge-remote/linux-64::krb5-1.19.3-h3790be6_0
  lame               artifactory/api/conda/conda-forge-remote/linux-64::lame-3.100-h166bdaf_1003
  lcms2              artifactory/api/conda/conda-forge-remote/linux-64::lcms2-2.12-hddcbb42_0
  ld_impl_linux-64   artifactory/api/conda/conda-forge-remote/linux-64::ld_impl_linux-64-2.39-hc81fddc_0
  lerc               artifactory/api/conda/conda-forge-remote/linux-64::lerc-4.0.0-h27087fc_0
  libblas            artifactory/api/conda/conda-forge-remote/linux-64::libblas-3.9.0-16_linux64_mkl
  libbrotlicommon    artifactory/api/conda/conda-forge-remote/linux-64::libbrotlicommon-1.0.9-h166bdaf_7
  libbrotlidec       artifactory/api/conda/conda-forge-remote/linux-64::libbrotlidec-1.0.9-h166bdaf_7
  libbrotlienc       artifactory/api/conda/conda-forge-remote/linux-64::libbrotlienc-1.0.9-h166bdaf_7
  libcap             artifactory/api/conda/conda-forge-remote/linux-64::libcap-2.66-ha37c62d_0
  libcblas           artifactory/api/conda/conda-forge-remote/linux-64::libcblas-3.9.0-16_linux64_mkl
  libclang           artifactory/api/conda/conda-forge-remote/linux-64::libclang-14.0.6-default_h2e3cab8_0
  libclang13         artifactory/api/conda/conda-forge-remote/linux-64::libclang13-14.0.6-default_h3a83d3e_0
  libcups            artifactory/api/conda/conda-forge-remote/linux-64::libcups-2.3.3-h3e49a29_2
  libcurl            artifactory/api/conda/conda-forge-remote/linux-64::libcurl-7.85.0-h7bff187_0
  libdap4            artifactory/api/conda/conda-forge-remote/linux-64::libdap4-3.20.6-hd7c4107_2
  libdb              artifactory/api/conda/conda-forge-remote/linux-64::libdb-6.2.32-h9c3ff4c_0
  libdeflate         artifactory/api/conda/conda-forge-remote/linux-64::libdeflate-1.14-h166bdaf_0
  libedit            artifactory/api/conda/conda-forge-remote/linux-64::libedit-3.1.20191231-he28a2e2_2
  libev              artifactory/api/conda/conda-forge-remote/linux-64::libev-4.33-h516909a_1
  libevent           artifactory/api/conda/conda-forge-remote/linux-64::libevent-2.1.10-h9b69904_4
  libffi             artifactory/api/conda/conda-forge-remote/linux-64::libffi-3.4.2-h7f98852_5
  libflac            artifactory/api/conda/conda-forge-remote/linux-64::libflac-1.4.2-h27087fc_0
  libgcc-ng          artifactory/api/conda/conda-forge-remote/linux-64::libgcc-ng-12.2.0-h65d4601_19
  libgdal            artifactory/api/conda/conda-forge-remote/linux-64::libgdal-3.5.2-hf663712_5
  libgfortran-ng     artifactory/api/conda/conda-forge-remote/linux-64::libgfortran-ng-12.2.0-h69a702a_19
  libgfortran5       artifactory/api/conda/conda-forge-remote/linux-64::libgfortran5-12.2.0-h337968e_19
  libglib            artifactory/api/conda/conda-forge-remote/linux-64::libglib-2.74.0-h7a41b64_0
  libiconv           artifactory/api/conda/conda-forge-remote/linux-64::libiconv-1.17-h166bdaf_0
  libkml             artifactory/api/conda/conda-forge-remote/linux-64::libkml-1.3.0-h37653c0_1015
  liblapack          artifactory/api/conda/conda-forge-remote/linux-64::liblapack-3.9.0-16_linux64_mkl
  liblapacke         artifactory/api/conda/conda-forge-remote/linux-64::liblapacke-3.9.0-16_linux64_mkl
  libllvm14          artifactory/api/conda/conda-forge-remote/linux-64::libllvm14-14.0.6-he0ac6c6_0
  libnetcdf          artifactory/api/conda/conda-forge-remote/linux-64::libnetcdf-4.8.1-nompi_h21705cb_104
  libnghttp2         artifactory/api/conda/conda-forge-remote/linux-64::libnghttp2-1.47.0-hdcd2b5c_1
  libnsl             artifactory/api/conda/conda-forge-remote/linux-64::libnsl-2.0.0-h7f98852_0
  libogg             artifactory/api/conda/conda-forge-remote/linux-64::libogg-1.3.4-h7f98852_1
  libopus            artifactory/api/conda/conda-forge-remote/linux-64::libopus-1.3.1-h7f98852_1
  libpng             artifactory/api/conda/conda-forge-remote/linux-64::libpng-1.6.38-h753d276_0
  libpq              artifactory/api/conda/conda-forge-remote/linux-64::libpq-14.5-hd77ab85_0
  librttopo          artifactory/api/conda/conda-forge-remote/linux-64::librttopo-1.1.0-hf730bdb_11
  libsndfile         artifactory/api/conda/conda-forge-remote/linux-64::libsndfile-1.1.0-h27087fc_0
  libspatialindex    artifactory/api/conda/conda-forge-remote/linux-64::libspatialindex-1.9.3-h9c3ff4c_4
  libspatialite      artifactory/api/conda/conda-forge-remote/linux-64::libspatialite-5.0.1-hfbd986c_21
  libsqlite          artifactory/api/conda/conda-forge-remote/linux-64::libsqlite-3.39.4-h753d276_0
  libssh2            artifactory/api/conda/conda-forge-remote/linux-64::libssh2-1.10.0-haa6b8db_3
  libstdcxx-ng       artifactory/api/conda/conda-forge-remote/linux-64::libstdcxx-ng-12.2.0-h46fd767_19
  libtiff            artifactory/api/conda/conda-forge-remote/linux-64::libtiff-4.4.0-h55922b4_4
  libtool            artifactory/api/conda/conda-forge-remote/linux-64::libtool-2.4.6-h9c3ff4c_1008
  libudev1           artifactory/api/conda/conda-forge-remote/linux-64::libudev1-251-h166bdaf_0
  libuuid            artifactory/api/conda/conda-forge-remote/linux-64::libuuid-2.32.1-h7f98852_1000
  libvorbis          artifactory/api/conda/conda-forge-remote/linux-64::libvorbis-1.3.7-h9c3ff4c_0
  libwebp-base       artifactory/api/conda/conda-forge-remote/linux-64::libwebp-base-1.2.4-h166bdaf_0
  libxcb             artifactory/api/conda/conda-forge-remote/linux-64::libxcb-1.13-h7f98852_1004
  libxkbcommon       artifactory/api/conda/conda-forge-remote/linux-64::libxkbcommon-1.0.3-he3ba5ed_0
  libxml2            artifactory/api/conda/conda-forge-remote/linux-64::libxml2-2.10.3-h7463322_0
  libzip             artifactory/api/conda/conda-forge-remote/linux-64::libzip-1.9.2-hc869a4a_1
  libzlib            artifactory/api/conda/conda-forge-remote/linux-64::libzlib-1.2.13-h166bdaf_4
  llvm-openmp        artifactory/api/conda/conda-forge-remote/linux-64::llvm-openmp-14.0.4-he0ac6c6_0
  lz4-c              artifactory/api/conda/conda-forge-remote/linux-64::lz4-c-1.9.3-h9c3ff4c_1
  mapclassify        artifactory/api/conda/conda-forge-remote/noarch::mapclassify-2.4.3-pyhd8ed1ab_0
  markupsafe         artifactory/api/conda/conda-forge-remote/linux-64::markupsafe-2.1.1-py38h0a891b7_1
  matplotlib         artifactory/api/conda/conda-forge-remote/linux-64::matplotlib-3.6.1-py38h578d9bd_0
  matplotlib-base    artifactory/api/conda/conda-forge-remote/linux-64::matplotlib-base-3.6.1-py38hb021067_0
  matplotlib-inline  artifactory/api/conda/conda-forge-remote/noarch::matplotlib-inline-0.1.6-pyhd8ed1ab_0
  mkl                artifactory/api/conda/conda-forge-remote/linux-64::mkl-2022.1.0-h84fe81f_915
  mkl-devel          artifactory/api/conda/conda-forge-remote/linux-64::mkl-devel-2022.1.0-ha770c72_916
  mkl-include        artifactory/api/conda/conda-forge-remote/linux-64::mkl-include-2022.1.0-h84fe81f_915
  mpg123             artifactory/api/conda/conda-forge-remote/linux-64::mpg123-1.30.2-h27087fc_1
  munch              artifactory/api/conda/conda-forge-remote/noarch::munch-2.5.0-py_0
  munkres            artifactory/api/conda/conda-forge-remote/noarch::munkres-1.1.4-pyh9f0ad1d_0
  mysql-common       artifactory/api/conda/conda-forge-remote/linux-64::mysql-common-8.0.31-haf5c9bc_0
  mysql-libs         artifactory/api/conda/conda-forge-remote/linux-64::mysql-libs-8.0.31-h28c427c_0
  ncurses            artifactory/api/conda/conda-forge-remote/linux-64::ncurses-6.3-h27087fc_1
  nettle             artifactory/api/conda/conda-forge-remote/linux-64::nettle-3.6-he412f7d_0
  networkx           artifactory/api/conda/conda-forge-remote/noarch::networkx-2.8.7-pyhd8ed1ab_0
  nspr               artifactory/api/conda/conda-forge-remote/linux-64::nspr-4.32-h9c3ff4c_1
  nss                artifactory/api/conda/conda-forge-remote/linux-64::nss-3.78-h2350873_0
  numpy              artifactory/api/conda/conda-forge-remote/linux-64::numpy-1.23.4-py38h7042d01_0
  openh264           artifactory/api/conda/conda-forge-remote/linux-64::openh264-2.1.1-h780b84a_0
  openjpeg           artifactory/api/conda/conda-forge-remote/linux-64::openjpeg-2.5.0-h7d73246_1
  openssl            artifactory/api/conda/conda-forge-remote/linux-64::openssl-1.1.1q-h166bdaf_1
  p7zip              artifactory/api/conda/conda-forge-remote/linux-64::p7zip-16.02-h9c3ff4c_1001
  packaging          artifactory/api/conda/conda-forge-remote/noarch::packaging-21.3-pyhd8ed1ab_0
  pandas             artifactory/api/conda/conda-forge-remote/linux-64::pandas-1.5.1-py38h8f669ce_0
  parallel           artifactory/api/conda/conda-forge-remote/linux-64::parallel-20220922-ha770c72_0
  parso              artifactory/api/conda/conda-forge-remote/noarch::parso-0.8.3-pyhd8ed1ab_0
  pcre               artifactory/api/conda/conda-forge-remote/linux-64::pcre-8.45-h9c3ff4c_0
  pcre2              artifactory/api/conda/conda-forge-remote/linux-64::pcre2-10.37-hc3806b6_1
  perl               artifactory/api/conda/conda-forge-remote/linux-64::perl-5.32.1-2_h7f98852_perl5
  pexpect            artifactory/api/conda/conda-forge-remote/noarch::pexpect-4.8.0-pyh9f0ad1d_2
  pickleshare        artifactory/api/conda/conda-forge-remote/noarch::pickleshare-0.7.5-py_1003
  pillow             artifactory/api/conda/conda-forge-remote/linux-64::pillow-9.2.0-py38ha3b2c9c_2
  pip                artifactory/api/conda/conda-forge-remote/noarch::pip-22.3-pyhd8ed1ab_0
  pixman             artifactory/api/conda/conda-forge-remote/linux-64::pixman-0.40.0-h36c2ea0_0
  ply                artifactory/api/conda/conda-forge-remote/noarch::ply-3.11-py_1
  poppler            artifactory/api/conda/conda-forge-remote/linux-64::poppler-22.10.0-h92391eb_0
  poppler-data       artifactory/api/conda/conda-forge-remote/noarch::poppler-data-0.4.11-hd8ed1ab_0
  postgresql         artifactory/api/conda/conda-forge-remote/linux-64::postgresql-14.5-hfdbbde3_0
  proj               artifactory/api/conda/conda-forge-remote/linux-64::proj-9.1.0-h93bde94_0
  prompt-toolkit     artifactory/api/conda/conda-forge-remote/noarch::prompt-toolkit-3.0.31-pyha770c72_0
  pthread-stubs      artifactory/api/conda/conda-forge-remote/linux-64::pthread-stubs-0.4-h36c2ea0_1001
  ptyprocess         artifactory/api/conda/conda-forge-remote/noarch::ptyprocess-0.7.0-pyhd3deb0d_0
  pulseaudio         artifactory/api/conda/conda-forge-remote/linux-64::pulseaudio-14.0-habe0971_10
  pure_eval          artifactory/api/conda/conda-forge-remote/noarch::pure_eval-0.2.2-pyhd8ed1ab_0
  pycparser          artifactory/api/conda/conda-forge-remote/noarch::pycparser-2.21-pyhd8ed1ab_0
  pygments           artifactory/api/conda/conda-forge-remote/noarch::pygments-2.13.0-pyhd8ed1ab_0
  pyopenssl          artifactory/api/conda/conda-forge-remote/noarch::pyopenssl-22.1.0-pyhd8ed1ab_0
  pyparsing          artifactory/api/conda/conda-forge-remote/noarch::pyparsing-3.0.9-pyhd8ed1ab_0
  pyproj             artifactory/api/conda/conda-forge-remote/linux-64::pyproj-3.4.0-py38hd7890fc_1
  pyqt               artifactory/api/conda/conda-forge-remote/linux-64::pyqt-5.15.7-py38h7492b6b_1
  pyqt5-sip          artifactory/api/conda/conda-forge-remote/linux-64::pyqt5-sip-12.11.0-py38hfa26641_1
  pysocks            artifactory/api/conda/conda-forge-remote/noarch::pysocks-1.7.1-pyha2e5f31_6
  python             artifactory/api/conda/conda-forge-remote/linux-64::python-3.8.13-h582c2e5_0_cpython
  python-dateutil    artifactory/api/conda/conda-forge-remote/noarch::python-dateutil-2.8.2-pyhd8ed1ab_0
  python_abi         artifactory/api/conda/conda-forge-remote/linux-64::python_abi-3.8-2_cp38
  pytorch            artifactory/api/conda/conda-pytorch-remote/linux-64::pytorch-1.12.1-py3.8_cuda11.3_cudnn8.3.2_0
  pytorch-mutex      artifactory/api/conda/conda-pytorch-remote/noarch::pytorch-mutex-1.0-cuda
  pytz               artifactory/api/conda/conda-forge-remote/noarch::pytz-2022.5-pyhd8ed1ab_0
  qt-main            artifactory/api/conda/conda-forge-remote/linux-64::qt-main-5.15.6-hc525480_0
  rasterio           artifactory/api/conda/conda-forge-remote/linux-64::rasterio-1.3.3-py38hb7ee17c_1
  readline           artifactory/api/conda/conda-forge-remote/linux-64::readline-8.1.2-h0f457ee_0
  requests           artifactory/api/conda/conda-forge-remote/noarch::requests-2.28.1-pyhd8ed1ab_1
  rtree              artifactory/api/conda/conda-forge-remote/linux-64::rtree-1.0.1-py38h02d302b_0
  scikit-learn       artifactory/api/conda/conda-forge-remote/linux-64::scikit-learn-1.1.2-py38h0b08f9b_0
  scipy              artifactory/api/conda/conda-forge-remote/linux-64::scipy-1.9.3-py38h8ce737c_0
  setuptools         artifactory/api/conda/conda-forge-remote/noarch::setuptools-65.5.0-pyhd8ed1ab_0
  shapely            artifactory/api/conda/conda-forge-remote/linux-64::shapely-1.8.5-py38hc9bb657_0
  sip                artifactory/api/conda/conda-forge-remote/linux-64::sip-6.7.2-py38hfa26641_0
  six                artifactory/api/conda/conda-forge-remote/noarch::six-1.16.0-pyh6c4a22f_0
  snappy             artifactory/api/conda/conda-forge-remote/linux-64::snappy-1.1.9-hbd366e4_1
  snuggs             artifactory/api/conda/conda-forge-remote/noarch::snuggs-1.4.7-py_0
  sqlite             artifactory/api/conda/conda-forge-remote/linux-64::sqlite-3.39.4-h4ff8645_0
  stack_data         artifactory/api/conda/conda-forge-remote/noarch::stack_data-0.5.1-pyhd8ed1ab_0
  tbb                artifactory/api/conda/conda-forge-remote/linux-64::tbb-2021.6.0-h924138e_0
  threadpoolctl      artifactory/api/conda/conda-forge-remote/noarch::threadpoolctl-3.1.0-pyh8a188c0_0
  tiledb             artifactory/api/conda/conda-forge-remote/linux-64::tiledb-2.11.3-h1e4a385_1
  tk                 artifactory/api/conda/conda-forge-remote/linux-64::tk-8.6.12-h27826a3_0
  toml               artifactory/api/conda/conda-forge-remote/noarch::toml-0.10.2-pyhd8ed1ab_0
  torchaudio         artifactory/api/conda/conda-pytorch-remote/linux-64::torchaudio-0.12.1-py38_cu113
  torchvision        artifactory/api/conda/conda-pytorch-remote/linux-64::torchvision-0.13.1-py38_cu113
  tornado            artifactory/api/conda/conda-forge-remote/linux-64::tornado-6.2-py38h0a891b7_0
  traitlets          artifactory/api/conda/conda-forge-remote/noarch::traitlets-5.5.0-pyhd8ed1ab_0
  typing_extensions  artifactory/api/conda/conda-forge-remote/noarch::typing_extensions-4.4.0-pyha770c72_0
  tzcode             artifactory/api/conda/conda-forge-remote/linux-64::tzcode-2022e-h166bdaf_0
  tzdata             artifactory/api/conda/conda-forge-remote/noarch::tzdata-2022e-h191b570_0
  unicodedata2       artifactory/api/conda/conda-forge-remote/linux-64::unicodedata2-14.0.0-py38h0a891b7_1
  urllib3            artifactory/api/conda/conda-forge-remote/noarch::urllib3-1.26.11-pyhd8ed1ab_0
  wcwidth            artifactory/api/conda/conda-forge-remote/noarch::wcwidth-0.2.5-pyh9f0ad1d_2
  wheel              artifactory/api/conda/conda-forge-remote/noarch::wheel-0.37.1-pyhd8ed1ab_0
  xcb-util           artifactory/api/conda/conda-forge-remote/linux-64::xcb-util-0.4.0-h166bdaf_0
  xcb-util-image     artifactory/api/conda/conda-forge-remote/linux-64::xcb-util-image-0.4.0-h166bdaf_0
  xcb-util-keysyms   artifactory/api/conda/conda-forge-remote/linux-64::xcb-util-keysyms-0.4.0-h166bdaf_0
  xcb-util-renderut~ artifactory/api/conda/conda-forge-remote/linux-64::xcb-util-renderutil-0.3.9-h166bdaf_0
  xcb-util-wm        artifactory/api/conda/conda-forge-remote/linux-64::xcb-util-wm-0.4.1-h166bdaf_0
  xerces-c           artifactory/api/conda/conda-forge-remote/linux-64::xerces-c-3.2.4-h55805fa_1
  xorg-kbproto       artifactory/api/conda/conda-forge-remote/linux-64::xorg-kbproto-1.0.7-h7f98852_1002
  xorg-libice        artifactory/api/conda/conda-forge-remote/linux-64::xorg-libice-1.0.10-h7f98852_0
  xorg-libsm         artifactory/api/conda/conda-forge-remote/linux-64::xorg-libsm-1.2.3-hd9c2040_1000
  xorg-libx11        artifactory/api/conda/conda-forge-remote/linux-64::xorg-libx11-1.7.2-h7f98852_0
  xorg-libxau        artifactory/api/conda/conda-forge-remote/linux-64::xorg-libxau-1.0.9-h7f98852_0
  xorg-libxdmcp      artifactory/api/conda/conda-forge-remote/linux-64::xorg-libxdmcp-1.1.3-h7f98852_0
  xorg-libxext       artifactory/api/conda/conda-forge-remote/linux-64::xorg-libxext-1.3.4-h7f98852_1
  xorg-libxrender    artifactory/api/conda/conda-forge-remote/linux-64::xorg-libxrender-0.9.10-h7f98852_1003
  xorg-renderproto   artifactory/api/conda/conda-forge-remote/linux-64::xorg-renderproto-0.11.1-h7f98852_1002
  xorg-xextproto     artifactory/api/conda/conda-forge-remote/linux-64::xorg-xextproto-7.3.0-h7f98852_1002
  xorg-xproto        artifactory/api/conda/conda-forge-remote/linux-64::xorg-xproto-7.0.31-h7f98852_1007
  xyzservices        artifactory/api/conda/conda-forge-remote/noarch::xyzservices-2022.9.0-pyhd8ed1ab_0
  xz                 artifactory/api/conda/conda-forge-remote/linux-64::xz-5.2.6-h166bdaf_0
  zlib               artifactory/api/conda/conda-forge-remote/linux-64::zlib-1.2.13-h166bdaf_4
  zstd               artifactory/api/conda/conda-forge-remote/linux-64::zstd-1.5.2-h6239696_4


Proceed ([y]/n)? y


Downloading and Extracting Packages
hdf5-1.12.2          | 3.5 MB    | ################################################################################################################################################################################### | 100% 
libssh2-1.10.0       | 234 KB    | ################################################################################################################################################################################### | 100% 
openssl-1.1.1q       | 2.1 MB    | ################################################################################################################################################################################### | 100% 
pytorch-1.12.1       | 1.19 GB   | ################################################################################################################################################################################### | 100% 
kiwisolver-1.4.4     | 76 KB     | ################################################################################################################################################################################### | 100% 
libpq-14.5           | 3.0 MB    | ################################################################################################################################################################################### | 100% 
gst-plugins-base-1.2 | 2.8 MB    | ################################################################################################################################################################################### | 100% 
python-3.8.13        | 25.1 MB   | ################################################################################################################################################################################### | 100% 
numpy-1.23.4         | 7.1 MB    | ################################################################################################################################################################################### | 100% 
torchaudio-0.12.1    | 6.2 MB    | ################################################################################################################################################################################### | 100% 
krb5-1.19.3          | 1.4 MB    | ################################################################################################################################################################################### | 100% 
gstreamer-1.20.3     | 2.0 MB    | ################################################################################################################################################################################### | 100% 
mysql-common-8.0.31  | 1.9 MB    | ################################################################################################################################################################################### | 100% 
libdb-6.2.32         | 23.3 MB   | ################################################################################################################################################################################### | 100% 
libzip-1.9.2         | 97 KB     | ################################################################################################################################################################################### | 100% 
libxkbcommon-1.0.3   | 581 KB    | ################################################################################################################################################################################### | 100% 
xcb-util-0.4.0       | 20 KB     | ################################################################################################################################################################################### | 100% 
fastparquet-0.8.3    | 541 KB    | ################################################################################################################################################################################### | 100% 
libcups-2.3.3        | 4.5 MB    | ################################################################################################################################################################################### | 100% 
libnghttp2-1.47.0    | 808 KB    | ################################################################################################################################################################################### | 100% 
libtool-2.4.6        | 511 KB    | ################################################################################################################################################################################### | 100% 
cramjam-2.5.0        | 1.4 MB    | ################################################################################################################################################################################### | 100% 
libclang13-14.0.6    | 10.6 MB   | ################################################################################################################################################################################### | 100% 
markupsafe-2.1.1     | 22 KB     | ################################################################################################################################################################################### | 100% 
libllvm14-14.0.6     | 35.2 MB   | ################################################################################################################################################################################### | 100% 
xcb-util-image-0.4.0 | 24 KB     | ################################################################################################################################################################################### | 100% 
cffi-1.15.1          | 229 KB    | ################################################################################################################################################################################### | 100% 
pillow-9.2.0         | 45.2 MB   | ################################################################################################################################################################################### | 100% 
fonttools-4.38.0     | 2.0 MB    | ################################################################################################################################################################################### | 100% 
rasterio-1.3.3       | 8.4 MB    | ################################################################################################################################################################################### | 100% 
scipy-1.9.3          | 26.3 MB   | ################################################################################################################################################################################### | 100% 
xcb-util-wm-0.4.1    | 55 KB     | ################################################################################################################################################################################### | 100% 
brotlipy-0.7.0       | 342 KB    | ################################################################################################################################################################################### | 100% 
shapely-1.8.5        | 366 KB    | ################################################################################################################################################################################### | 100% 
tornado-6.2          | 653 KB    | ################################################################################################################################################################################### | 100% 
libvorbis-1.3.7      | 280 KB    | ################################################################################################################################################################################### | 100% 
libsndfile-1.1.0     | 370 KB    | ################################################################################################################################################################################### | 100% 
contourpy-1.0.5      | 234 KB    | ################################################################################################################################################################################### | 100% 
python_abi-3.8       | 4 KB      | ################################################################################################################################################################################### | 100% 
libflac-1.4.2        | 411 KB    | ################################################################################################################################################################################### | 100% 
pulseaudio-14.0      | 1.6 MB    | ################################################################################################################################################################################### | 100% 
unicodedata2-14.0.0  | 498 KB    | ################################################################################################################################################################################### | 100% 
fiona-1.8.22         | 969 KB    | ################################################################################################################################################################################### | 100% 
mpg123-1.30.2        | 512 KB    | ################################################################################################################################################################################### | 100% 
attr-2.5.1           | 69 KB     | ################################################################################################################################################################################### | 100% 
alsa-lib-1.2.7.2     | 581 KB    | ################################################################################################################################################################################### | 100% 
pyqt5-sip-12.11.0    | 86 KB     | ################################################################################################################################################################################### | 100% 
jack-1.9.21          | 530 KB    | ################################################################################################################################################################################### | 100% 
scikit-learn-1.1.2   | 8.3 MB    | ################################################################################################################################################################################### | 100% 
xcb-util-keysyms-0.4 | 12 KB     | ################################################################################################################################################################################### | 100% 
rtree-1.0.1          | 49 KB     | ################################################################################################################################################################################### | 100% 
libclang-14.0.6      | 127 KB    | ################################################################################################################################################################################### | 100% 
fftw-3.3.10          | 2.2 MB    | ################################################################################################################################################################################### | 100% 
pyqt-5.15.7          | 6.2 MB    | ################################################################################################################################################################################### | 100% 
postgresql-14.5      | 5.5 MB    | ################################################################################################################################################################################### | 100% 
torchvision-0.13.1   | 28.7 MB   | ################################################################################################################################################################################### | 100% 
libcurl-7.85.0       | 348 KB    | ################################################################################################################################################################################### | 100% 
glib-2.74.0          | 438 KB    | ################################################################################################################################################################################### | 100% 
cryptography-38.0.2  | 1.5 MB    | ################################################################################################################################################################################### | 100% 
gdal-3.5.2           | 1.8 MB    | ################################################################################################################################################################################### | 100% 
matplotlib-3.6.1     | 7 KB      | ################################################################################################################################################################################### | 100% 
pandas-1.5.1         | 13.2 MB   | ################################################################################################################################################################################### | 100% 
libudev1-251         | 112 KB    | ################################################################################################################################################################################### | 100% 
xcb-util-renderutil- | 15 KB     | ################################################################################################################################################################################### | 100% 
toml-0.10.2          | 18 KB     | ################################################################################################################################################################################### | 100% 
click-8.1.3          | 146 KB    | ################################################################################################################################################################################### | 100% 
mysql-libs-8.0.31    | 1.9 MB    | ################################################################################################################################################################################### | 100% 
pyproj-3.4.0         | 507 KB    | ################################################################################################################################################################################### | 100% 
libgdal-3.5.2        | 14.1 MB   | ################################################################################################################################################################################### | 100% 
qt-main-5.15.6       | 61.5 MB   | ################################################################################################################################################################################### | 100% 
libogg-1.3.4         | 206 KB    | ################################################################################################################################################################################### | 100% 
glib-tools-2.74.0    | 108 KB    | ################################################################################################################################################################################### | 100% 
libopus-1.3.1        | 255 KB    | ################################################################################################################################################################################### | 100% 
matplotlib-base-3.6. | 7.5 MB    | ################################################################################################################################################################################### | 100% 
ply-3.11             | 44 KB     | ################################################################################################################################################################################### | 100% 
dbus-1.13.6          | 604 KB    | ################################################################################################################################################################################### | 100% 
sip-6.7.2            | 539 KB    | ################################################################################################################################################################################### | 100% 
curl-7.85.0          | 91 KB     | ################################################################################################################################################################################### | 100% 
tiledb-2.11.3        | 4.5 MB    | ################################################################################################################################################################################### | 100% 
libevent-2.1.10      | 1.1 MB    | ################################################################################################################################################################################### | 100% 
libcap-2.66          | 97 KB     | ################################################################################################################################################################################### | 100% 
Preparing transaction: done
Verifying transaction: done
Executing transaction: | By downloading and using the CUDA Toolkit conda packages, you accept the terms and conditions of the CUDA End User License Agreement (EULA): https://docs.nvidia.com/cuda/eula/index.html

done
#
# To activate this environment, use
#
#     $ conda activate torchenv
#
# To deactivate an active environment, use
#
#     $ conda deactivate

StanHatko avatar Oct 25 '22 19:10 StanHatko

If we can accept the "-c http://jfrog-platform-artifactory-ha.jfrog-system:8081/artifactory/api/conda/conda-pytorch-remote" as being necessary for PyTorch, then I think the issue is done, we can close it. We just need to add that to the AAW documentation. If there's a way to adjust the conda configuration so -c pytorch automatically points at that URL that would be good though. Is this Artifactory repository now fully approved and we can go ahead with it for real data (not just for testing)?

StanHatko avatar Oct 25 '22 19:10 StanHatko

@StanHatko you are good to go with using it for real data.

And I agree fully with what you said about making it simple and having -c pytorch instead of having to pass the whole url. I am now trying to mess around with the .condarc and Artifactory itself to see if I can find a way quickly. I'll probably create a separate issue for that since out of scope for this ticket of just adding it to Artifactory / making sure it works and mention this issue in it

Jose-Matsuda avatar Oct 26 '22 12:10 Jose-Matsuda