Setting up Python-Env – mamba [b]eats conda

Mamba aka Miniforge was a package for (and now a spin-off of) Anaconda, intended for a faster environment resolution. In general mamba is [currently] more efficient than conda, esp. if you rely on conda-forge, a community-led anaconda channel

In previous post I have shown how to install The SoS Jupyter in Conda with R4, Python38, Tensorflow and Spyder. The main challenge was to find out the suitable package versions (what conda is, in theory, intended for ... in practice, however, it was only possible by iterative analysis of error messages).
Moreover, the recipe given in the previous post is not always reproducible: sometimes anaconda just hangs, trying to resolve the flexible configuration.

Contrary, mamba works pretty fast and automatically correctly resolves the dependencies (well, with an exception of numpy version, s. below).
So to install the configuration, described in previous post, just run for Python3.8
conda create -n tf210juso38 python=3.8 tensorflow Spyder jupyter jupyterlab-sos sos-notebook sos-python jsonschema-with-format-nongpl r-base r-devtools r-reticulate sos-rmarkdown r-tidyquant -c conda-forge
and for Python3.9
conda create -n tf210juso39 python=3.9 tensorflow Spyder jupyter jupyterlab-sos sos-notebook sos-python jsonschema-with-format-nongpl r-base r-devtools r-reticulate sos-rmarkdown r-tidyquant -c conda-forge

In Linux, it shall straightforwardly work with the tensorflow-gpu (just replace tensorflow with tensorflow-gpu in conda command) but for windows it does not work [on 21.01.2024].
As a matter of fact conda-forge enthusiasts did build the tensorflow-gpu version upto 2.14 for Linux but for whatever reason the latest version for windows is so far tensorflow-gpu 2.6.0
(Remark: according to this the support for the [native] Windows tensorflow-gpu is stopped, 2.10 is the last available release).

Moreover, on the one hand this version seems to require the numpy version>1.20, on the other hand, it throws a [not so] well-known message, which is due to the depreciation np.object alias in numpy>1.20

The problem here turns out to be a bit complex. First, even mamba does not correctly resolve the numpy version, so you need to specify numpy=1.21 explicitely.
Further, the tensorflow 2.3 build on conda-forge is flawed, so you need to specify the cudatoolkit and cudnn (normally, the dependence on them shall be resolved automatically) and finally (s. below) overwrite the tensorflow build.

So run
conda create -n tfgpu23 python=3.8 numpy=1.21 cudatoolkit=10.1 cudnn=7.6 tensorflow-gpu Spyder jupyter jupyterlab-sos sos-notebook sos-python jsonschema-with-format-nongpl r-base r-devtools r-reticulate sos-rmarkdown r-tidyquant -c conda-forge

You should get something

like this 

(base) C:\Users\Vasily Nekrasov>conda create -n tfgpu23 python=3.8 numpy=1.21 cudatoolkit=10.1 cudnn=7.6 tensorflow-gpu Spyder jupyter jupyterlab-sos sos-notebook sos-python jsonschema-with-format-nongpl r-base r-devtools r-reticulate sos-rmarkdown r-tidyquant -c conda-forge

Channels:

 - conda-forge

 - defaults

Platform: win-64

Collecting package metadata (repodata.json): done

Solving environment: done


## Package Plan ##


  environment location: C:\miniforge3\envs\tfgpu23


  added / updated specs:

    - cudatoolkit=10.1

    - cudnn=7.6

    - jsonschema-with-format-nongpl

    - jupyter

    - jupyterlab-sos

    - numpy=1.21

    - python=3.8

    - r-base

    - r-devtools

    - r-reticulate

    - r-tidyquant

    - sos-notebook

    - sos-python

    - sos-rmarkdown

    - spyder

    - tensorflow-gpu


The following packages will be downloaded:


    package                    |            build

    ---------------------------|-----------------

    aws-c-auth-0.7.3           |       h0127223_1          96 KB  conda-forge

    aws-c-cal-0.6.1            |       hfb91821_1          50 KB  conda-forge

    aws-c-common-0.9.0         |       hcfcfb64_0         190 KB  conda-forge

    aws-c-compression-0.2.17   |       h04c9df6_2          22 KB  conda-forge

    aws-c-event-stream-0.3.1   |       h495bb32_4          53 KB  conda-forge

    aws-c-http-0.7.11          |       hf013885_4         175 KB  conda-forge

    aws-c-io-0.13.32           |       he824701_1         154 KB  conda-forge

    aws-c-mqtt-0.9.3           |       h64f41f2_1         153 KB  conda-forge

    aws-c-s3-0.3.14            |       hb8b96c7_1          82 KB  conda-forge

    aws-c-sdkutils-0.1.12      |       h04c9df6_1          50 KB  conda-forge

    aws-checksums-0.1.17       |       h04c9df6_1          51 KB  conda-forge

    aws-crt-cpp-0.21.0         |       hf1ed06d_5         228 KB  conda-forge

    aws-sdk-cpp-1.10.57        |      heb7cc7f_19         3.1 MB  conda-forge

    brotli-python-1.0.9        |   py38hd3f51b4_9         301 KB  conda-forge

    grpcio-1.56.2              |   py38h19421c1_1         598 KB  conda-forge

    libabseil-20230125.3       | cxx17_h63175ca_0         1.4 MB  conda-forge

    libarrow-12.0.1            |   ha06dc20_8_cpu        15.8 MB  conda-forge

    libgoogle-cloud-2.12.0     |       hbc1b25b_1          13 KB  conda-forge

    libgrpc-1.56.2             |       hea2d5f7_1        12.3 MB  conda-forge

    libprotobuf-4.23.3         |       h1975477_1         4.9 MB  conda-forge

    libthrift-0.18.1           |       h06f6336_2         590 KB  conda-forge

    numpy-1.21.6               |   py38h5ed9b9d_0         5.3 MB  conda-forge

    orc-1.9.0                  |       hf2b8f0d_1         854 KB  conda-forge

    pandas-2.0.3               |   py38hf08cf0d_1        10.4 MB  conda-forge

    pooch-1.8.0                |     pyhd8ed1ab_0          51 KB  conda-forge

    protobuf-4.23.3            |   py38h2e8c927_0         297 KB  conda-forge

    pyarrow-12.0.1             |py38h75459e5_8_cpu         2.8 MB  conda-forge

    scipy-1.10.1               |   py38h1aea9ed_3        17.4 MB  conda-forge

    ------------------------------------------------------------

                                           Total:        77.4 MB


The following NEW packages will be INSTALLED:


  _r-mutex           conda-forge/noarch::_r-mutex-1.0.1-anacondar_1

  _tflow_select      pkgs/main/win-64::_tflow_select-2.3.0-gpu

  absl-py            conda-forge/noarch::absl-py-2.1.0-pyhd8ed1ab_0

  aiohttp            conda-forge/win-64::aiohttp-3.9.1-py38h91455d4_0

  aiosignal          conda-forge/noarch::aiosignal-1.3.1-pyhd8ed1ab_0

  alabaster          conda-forge/noarch::alabaster-0.7.13-pyhd8ed1ab_0

  ansiwrap           conda-forge/noarch::ansiwrap-0.8.4-py_0

  anyio              conda-forge/noarch::anyio-4.2.0-pyhd8ed1ab_0

  argon2-cffi        conda-forge/noarch::argon2-cffi-23.1.0-pyhd8ed1ab_0

  argon2-cffi-bindi~ conda-forge/win-64::argon2-cffi-bindings-21.2.0-py38h91455d4_4

  arrow              conda-forge/noarch::arrow-1.3.0-pyhd8ed1ab_0

  astor              conda-forge/noarch::astor-0.8.1-pyh9f0ad1d_0

  astroid            conda-forge/win-64::astroid-3.0.2-py38haa244fe_0

  asttokens          conda-forge/noarch::asttokens-2.4.1-pyhd8ed1ab_0

  astunparse         conda-forge/noarch::astunparse-1.6.3-pyhd8ed1ab_0

  async-lru          conda-forge/noarch::async-lru-2.0.4-pyhd8ed1ab_0

  async-timeout      conda-forge/noarch::async-timeout-4.0.3-pyhd8ed1ab_0

  atomicwrites       conda-forge/noarch::atomicwrites-1.4.1-pyhd8ed1ab_0

  attrs              conda-forge/noarch::attrs-23.2.0-pyh71513ae_0

  autopep8           conda-forge/noarch::autopep8-2.0.4-pyhd8ed1ab_0

  aws-c-auth         conda-forge/win-64::aws-c-auth-0.7.3-h0127223_1

  aws-c-cal          conda-forge/win-64::aws-c-cal-0.6.1-hfb91821_1

  aws-c-common       conda-forge/win-64::aws-c-common-0.9.0-hcfcfb64_0

  aws-c-compression  conda-forge/win-64::aws-c-compression-0.2.17-h04c9df6_2

  aws-c-event-stream conda-forge/win-64::aws-c-event-stream-0.3.1-h495bb32_4

  aws-c-http         conda-forge/win-64::aws-c-http-0.7.11-hf013885_4

  aws-c-io           conda-forge/win-64::aws-c-io-0.13.32-he824701_1

  aws-c-mqtt         conda-forge/win-64::aws-c-mqtt-0.9.3-h64f41f2_1

  aws-c-s3           conda-forge/win-64::aws-c-s3-0.3.14-hb8b96c7_1

  aws-c-sdkutils     conda-forge/win-64::aws-c-sdkutils-0.1.12-h04c9df6_1

  aws-checksums      conda-forge/win-64::aws-checksums-0.1.17-h04c9df6_1

  aws-crt-cpp        conda-forge/win-64::aws-crt-cpp-0.21.0-hf1ed06d_5

  aws-sdk-cpp        conda-forge/win-64::aws-sdk-cpp-1.10.57-heb7cc7f_19

  babel              conda-forge/noarch::babel-2.14.0-pyhd8ed1ab_0

  backcall           conda-forge/noarch::backcall-0.2.0-pyh9f0ad1d_0

  bcrypt             conda-forge/win-64::bcrypt-4.1.2-py38h4900a04_0

  beautifulsoup4     conda-forge/noarch::beautifulsoup4-4.12.3-pyha770c72_0

  binaryornot        conda-forge/noarch::binaryornot-0.4.4-py_1

  black              conda-forge/win-64::black-23.12.1-py38haa244fe_0

  bleach             conda-forge/noarch::bleach-6.1.0-pyhd8ed1ab_0

  blinker            conda-forge/noarch::blinker-1.7.0-pyhd8ed1ab_0

  brotli-python      conda-forge/win-64::brotli-python-1.0.9-py38hd3f51b4_9

  bzip2              conda-forge/win-64::bzip2-1.0.8-hcfcfb64_5

  c-ares             conda-forge/win-64::c-ares-1.25.0-hcfcfb64_0

  ca-certificates    conda-forge/win-64::ca-certificates-2023.11.17-h56e8100_0

  cached-property    conda-forge/noarch::cached-property-1.5.2-hd8ed1ab_1

  cached_property    conda-forge/noarch::cached_property-1.5.2-pyha770c72_1

  cachetools         conda-forge/noarch::cachetools-5.3.2-pyhd8ed1ab_0

  cairo              conda-forge/win-64::cairo-1.18.0-h1fef639_0

  certifi            conda-forge/noarch::certifi-2023.11.17-pyhd8ed1ab_0

  cffi               conda-forge/win-64::cffi-1.16.0-py38h91455d4_0

  chardet            conda-forge/win-64::chardet-5.2.0-py38haa244fe_1

  charset-normalizer conda-forge/noarch::charset-normalizer-3.3.2-pyhd8ed1ab_0

  click              conda-forge/noarch::click-8.1.7-win_pyh7428d3b_0

  cloudpickle        conda-forge/noarch::cloudpickle-3.0.0-pyhd8ed1ab_0

  colorama           conda-forge/noarch::colorama-0.4.6-pyhd8ed1ab_0

  comm               conda-forge/noarch::comm-0.2.1-pyhd8ed1ab_0

  cookiecutter       conda-forge/noarch::cookiecutter-2.5.0-pyhca7485f_0

  cryptography       conda-forge/win-64::cryptography-41.0.7-py38hec14f37_1

  cudatoolkit        conda-forge/win-64::cudatoolkit-10.1.243-hc75346c_12

  cudnn              conda-forge/win-64::cudnn-7.6.5.32-h36d860d_1

  debugpy            conda-forge/win-64::debugpy-1.8.0-py38hd3f51b4_1

  decorator          conda-forge/noarch::decorator-5.1.1-pyhd8ed1ab_0

  defusedxml         conda-forge/noarch::defusedxml-0.7.1-pyhd8ed1ab_0

  diff-match-patch   conda-forge/noarch::diff-match-patch-20230430-pyhd8ed1ab_0

  dill               conda-forge/noarch::dill-0.3.7-pyhd8ed1ab_0

  docstring-to-mark~ conda-forge/noarch::docstring-to-markdown-0.13-pyhd8ed1ab_0

  docutils           conda-forge/win-64::docutils-0.20.1-py38haa244fe_3

  entrypoints        conda-forge/noarch::entrypoints-0.4-pyhd8ed1ab_0

  exceptiongroup     conda-forge/noarch::exceptiongroup-1.2.0-pyhd8ed1ab_2

  executing          conda-forge/noarch::executing-2.0.1-pyhd8ed1ab_0

  expat              conda-forge/win-64::expat-2.5.0-h63175ca_1

  fasteners          conda-forge/noarch::fasteners-0.17.3-pyhd8ed1ab_0

  feather-format     conda-forge/noarch::feather-format-0.4.1-pyh9f0ad1d_0

  flake8             conda-forge/noarch::flake8-6.1.0-pyhd8ed1ab_0

  font-ttf-dejavu-s~ conda-forge/noarch::font-ttf-dejavu-sans-mono-2.37-hab24e00_0

  font-ttf-inconsol~ conda-forge/noarch::font-ttf-inconsolata-3.000-h77eed37_0

  font-ttf-source-c~ conda-forge/noarch::font-ttf-source-code-pro-2.038-h77eed37_0

  font-ttf-ubuntu    conda-forge/noarch::font-ttf-ubuntu-0.83-h77eed37_1

  fontconfig         conda-forge/win-64::fontconfig-2.14.2-hbde0cde_0

  fonts-conda-ecosy~ conda-forge/noarch::fonts-conda-ecosystem-1-0

  fonts-conda-forge  conda-forge/noarch::fonts-conda-forge-1-0

  fqdn               conda-forge/noarch::fqdn-1.5.1-pyhd8ed1ab_0

  freetype           conda-forge/win-64::freetype-2.12.1-hdaf720e_2

  fribidi            conda-forge/win-64::fribidi-1.0.10-h8d14728_0

  frozenlist         conda-forge/win-64::frozenlist-1.4.1-py38h91455d4_0

  gast               conda-forge/noarch::gast-0.4.0-pyh9f0ad1d_0

  getopt-win32       conda-forge/win-64::getopt-win32-0.1-hcfcfb64_1

  gettext            conda-forge/win-64::gettext-0.21.1-h5728263_0

  glib               conda-forge/win-64::glib-2.78.3-h12be248_0

  glib-tools         conda-forge/win-64::glib-tools-2.78.3-h12be248_0

  google-auth        conda-forge/noarch::google-auth-2.26.2-pyhca7485f_0

  google-auth-oauth~ conda-forge/noarch::google-auth-oauthlib-1.2.0-pyhd8ed1ab_0

  google-pasta       conda-forge/noarch::google-pasta-0.2.0-pyh8c360ce_0

  graphite2          conda-forge/win-64::graphite2-1.3.13-1000

  graphviz           conda-forge/win-64::graphviz-9.0.0-h51cb2cd_1

  grpcio             conda-forge/win-64::grpcio-1.56.2-py38h19421c1_1

  gst-plugins-base   conda-forge/win-64::gst-plugins-base-1.22.8-h001b923_1

  gstreamer          conda-forge/win-64::gstreamer-1.22.8-hb4038d2_1

  gts                conda-forge/win-64::gts-0.7.6-h6b5321d_4

  h5py               conda-forge/win-64::h5py-2.10.0-nompi_py38he6c2248_106

  harfbuzz           conda-forge/win-64::harfbuzz-8.3.0-h7ab893a_0

  hdf5               conda-forge/win-64::hdf5-1.10.6-nompi_he0bbb20_101

  icu                conda-forge/win-64::icu-73.2-h63175ca_0

  idna               conda-forge/noarch::idna-3.6-pyhd8ed1ab_0

  imagesize          conda-forge/noarch::imagesize-1.4.1-pyhd8ed1ab_0

  importlib-metadata conda-forge/noarch::importlib-metadata-7.0.1-pyha770c72_0

  importlib_metadata conda-forge/noarch::importlib_metadata-7.0.1-hd8ed1ab_0

  importlib_resourc~ conda-forge/noarch::importlib_resources-6.1.1-pyhd8ed1ab_0

  inflection         conda-forge/noarch::inflection-0.5.1-pyh9f0ad1d_0

  intel-openmp       conda-forge/win-64::intel-openmp-2023.2.0-h57928b3_50497

  intervaltree       conda-forge/noarch::intervaltree-3.1.0-pyhd8ed1ab_1

  ipykernel          conda-forge/noarch::ipykernel-6.29.0-pyha63f2e9_0

  ipython            conda-forge/noarch::ipython-8.12.2-pyh08f2357_0

  ipywidgets         conda-forge/noarch::ipywidgets-8.1.1-pyhd8ed1ab_0

  isoduration        conda-forge/noarch::isoduration-20.11.0-pyhd8ed1ab_0

  isort              conda-forge/noarch::isort-5.13.2-pyhd8ed1ab_0

  jaraco.classes     conda-forge/noarch::jaraco.classes-3.3.0-pyhd8ed1ab_0

  jedi               conda-forge/noarch::jedi-0.19.1-pyhd8ed1ab_0

  jellyfish          conda-forge/win-64::jellyfish-1.0.3-py38h4900a04_0

  jinja2             conda-forge/noarch::jinja2-3.1.3-pyhd8ed1ab_0

  json5              conda-forge/noarch::json5-0.9.14-pyhd8ed1ab_0

  jsonpointer        conda-forge/win-64::jsonpointer-2.4-py38haa244fe_3

  jsonschema         conda-forge/noarch::jsonschema-4.21.1-pyhd8ed1ab_0

  jsonschema-specif~ conda-forge/noarch::jsonschema-specifications-2023.12.1-pyhd8ed1ab_0

  jsonschema-with-f~ conda-forge/noarch::jsonschema-with-format-nongpl-4.21.1-pyhd8ed1ab_0

  jupyter            conda-forge/noarch::jupyter-1.0.0-pyhd8ed1ab_10

  jupyter-lsp        conda-forge/noarch::jupyter-lsp-2.2.2-pyhd8ed1ab_0

  jupyter_client     conda-forge/noarch::jupyter_client-8.6.0-pyhd8ed1ab_0

  jupyter_console    conda-forge/noarch::jupyter_console-6.6.3-pyhd8ed1ab_0

  jupyter_core       conda-forge/win-64::jupyter_core-5.7.1-py38haa244fe_0

  jupyter_events     conda-forge/noarch::jupyter_events-0.9.0-pyhd8ed1ab_0

  jupyter_server     conda-forge/noarch::jupyter_server-2.12.5-pyhd8ed1ab_0

  jupyter_server_te~ conda-forge/noarch::jupyter_server_terminals-0.5.1-pyhd8ed1ab_0

  jupyterlab         conda-forge/noarch::jupyterlab-4.0.11-pyhd8ed1ab_0

  jupyterlab-sos     conda-forge/win-64::jupyterlab-sos-0.9.0-h57928b3_0

  jupyterlab-transi~ conda-forge/noarch::jupyterlab-transient-display-data-0.4.3-pyhc268e32_0

  jupyterlab_pygmen~ conda-forge/noarch::jupyterlab_pygments-0.3.0-pyhd8ed1ab_0

  jupyterlab_server  conda-forge/noarch::jupyterlab_server-2.25.2-pyhd8ed1ab_0

  jupyterlab_sos     conda-forge/noarch::jupyterlab_sos-0.9.0-pyhc268e32_0

  jupyterlab_widgets conda-forge/noarch::jupyterlab_widgets-3.0.9-pyhd8ed1ab_0

  keras-applications conda-forge/noarch::keras-applications-1.0.8-py_1

  keras-preprocessi~ conda-forge/noarch::keras-preprocessing-1.1.2-pyhd8ed1ab_0

  keyring            conda-forge/win-64::keyring-24.3.0-py38haa244fe_0

  krb5               conda-forge/win-64::krb5-1.21.2-heb0366b_0

  lcms2              conda-forge/win-64::lcms2-2.16-h67d730c_0

  lerc               conda-forge/win-64::lerc-4.0.0-h63175ca_0

  libabseil          conda-forge/win-64::libabseil-20230125.3-cxx17_h63175ca_0

  libarrow           conda-forge/win-64::libarrow-12.0.1-ha06dc20_8_cpu

  libblas            conda-forge/win-64::libblas-3.9.0-20_win64_mkl

  libbrotlicommon    conda-forge/win-64::libbrotlicommon-1.0.9-hcfcfb64_9

  libbrotlidec       conda-forge/win-64::libbrotlidec-1.0.9-hcfcfb64_9

  libbrotlienc       conda-forge/win-64::libbrotlienc-1.0.9-hcfcfb64_9

  libcblas           conda-forge/win-64::libcblas-3.9.0-20_win64_mkl

  libclang           conda-forge/win-64::libclang-15.0.7-default_hde6756a_4

  libclang13         conda-forge/win-64::libclang13-15.0.7-default_h85b4d89_4

  libcrc32c          conda-forge/win-64::libcrc32c-1.1.2-h0e60522_0

  libcurl            conda-forge/win-64::libcurl-8.5.0-hd5e4a3a_0

  libdeflate         conda-forge/win-64::libdeflate-1.19-hcfcfb64_0

  libevent           conda-forge/win-64::libevent-2.1.12-h3671451_1

  libexpat           conda-forge/win-64::libexpat-2.5.0-h63175ca_1

  libffi             conda-forge/win-64::libffi-3.4.2-h8ffe710_5

  libgd              conda-forge/win-64::libgd-2.3.3-h312136b_9

  libgit2            conda-forge/win-64::libgit2-1.7.1-hc6d37dd_1

  libglib            conda-forge/win-64::libglib-2.78.3-h16e383f_0

  libgoogle-cloud    conda-forge/win-64::libgoogle-cloud-2.12.0-hbc1b25b_1

  libgrpc            conda-forge/win-64::libgrpc-1.56.2-hea2d5f7_1

  libhwloc           conda-forge/win-64::libhwloc-2.9.3-default_haede6df_1009

  libiconv           conda-forge/win-64::libiconv-1.17-hcfcfb64_2

  libjpeg-turbo      conda-forge/win-64::libjpeg-turbo-3.0.0-hcfcfb64_1

  liblapack          conda-forge/win-64::liblapack-3.9.0-20_win64_mkl

  libogg             conda-forge/win-64::libogg-1.3.4-h8ffe710_1

  libpng             conda-forge/win-64::libpng-1.6.39-h19919ed_0

  libprotobuf        conda-forge/win-64::libprotobuf-4.23.3-h1975477_1

  libsodium          conda-forge/win-64::libsodium-1.0.18-h8d14728_1

  libspatialindex    conda-forge/win-64::libspatialindex-1.9.3-h39d44d4_4

  libsqlite          conda-forge/win-64::libsqlite-3.44.2-hcfcfb64_0

  libssh2            conda-forge/win-64::libssh2-1.11.0-h7dfc565_0

  libthrift          conda-forge/win-64::libthrift-0.18.1-h06f6336_2

  libtiff            conda-forge/win-64::libtiff-4.6.0-h6e2ebb7_2

  libutf8proc        conda-forge/win-64::libutf8proc-2.8.0-h82a8f57_0

  libvorbis          conda-forge/win-64::libvorbis-1.3.7-h0e60522_0

  libwebp            conda-forge/win-64::libwebp-1.3.2-hcfcfb64_1

  libwebp-base       conda-forge/win-64::libwebp-base-1.3.2-hcfcfb64_0

  libxcb             conda-forge/win-64::libxcb-1.15-hcd874cb_0

  libxml2            conda-forge/win-64::libxml2-2.12.4-hc3477c8_1

  libzlib            conda-forge/win-64::libzlib-1.2.13-hcfcfb64_5

  lz4-c              conda-forge/win-64::lz4-c-1.9.4-hcfcfb64_0

  m2w64-bwidget      conda-forge/win-64::m2w64-bwidget-1.9.10-2

  m2w64-bzip2        conda-forge/win-64::m2w64-bzip2-1.0.6-6

  m2w64-expat        conda-forge/win-64::m2w64-expat-2.1.1-2

  m2w64-fftw         conda-forge/win-64::m2w64-fftw-3.3.4-6

  m2w64-flac         conda-forge/win-64::m2w64-flac-1.3.1-3

  m2w64-gcc-libgfor~ conda-forge/win-64::m2w64-gcc-libgfortran-5.3.0-6

  m2w64-gcc-libs     conda-forge/win-64::m2w64-gcc-libs-5.3.0-7

  m2w64-gcc-libs-co~ conda-forge/win-64::m2w64-gcc-libs-core-5.3.0-7

  m2w64-gettext      conda-forge/win-64::m2w64-gettext-0.19.7-2

  m2w64-gmp          conda-forge/win-64::m2w64-gmp-6.1.0-2

  m2w64-gsl          conda-forge/win-64::m2w64-gsl-2.1-2

  m2w64-icu          conda-forge/win-64::m2w64-icu-58.2-2

  m2w64-libiconv     conda-forge/win-64::m2w64-libiconv-1.14-6

  m2w64-libjpeg-tur~ conda-forge/win-64::m2w64-libjpeg-turbo-1.4.2-3

  m2w64-libogg       conda-forge/win-64::m2w64-libogg-1.3.2-3

  m2w64-libpng       conda-forge/win-64::m2w64-libpng-1.6.21-2

  m2w64-libsndfile   conda-forge/win-64::m2w64-libsndfile-1.0.26-2

  m2w64-libtiff      conda-forge/win-64::m2w64-libtiff-4.0.6-2

  m2w64-libvorbis    conda-forge/win-64::m2w64-libvorbis-1.3.5-2

  m2w64-libwinpthre~ conda-forge/win-64::m2w64-libwinpthread-git-5.0.0.4634.697f757-2

  m2w64-libxml2      conda-forge/win-64::m2w64-libxml2-2.9.3-3

  m2w64-mpfr         conda-forge/win-64::m2w64-mpfr-3.1.4-4

  m2w64-pcre2        conda-forge/win-64::m2w64-pcre2-10.34-0

  m2w64-speex        conda-forge/win-64::m2w64-speex-1.2rc2-3

  m2w64-speexdsp     conda-forge/win-64::m2w64-speexdsp-1.2rc3-3

  m2w64-tcl          conda-forge/win-64::m2w64-tcl-8.6.5-3

  m2w64-tk           conda-forge/win-64::m2w64-tk-8.6.5-3

  m2w64-tktable      conda-forge/win-64::m2w64-tktable-2.10-5

  m2w64-wineditline  conda-forge/win-64::m2w64-wineditline-2.101-5

  m2w64-xz           conda-forge/win-64::m2w64-xz-5.2.2-2

  m2w64-zlib         conda-forge/win-64::m2w64-zlib-1.2.8-10

  markdown           conda-forge/noarch::markdown-3.5.2-pyhd8ed1ab_0

  markdown-it-py     conda-forge/noarch::markdown-it-py-3.0.0-pyhd8ed1ab_0

  markdown-kernel    conda-forge/noarch::markdown-kernel-0.2.1-py_0

  markupsafe         conda-forge/win-64::markupsafe-2.1.4-py38h91455d4_0

  matplotlib-inline  conda-forge/noarch::matplotlib-inline-0.1.6-pyhd8ed1ab_0

  mccabe             conda-forge/noarch::mccabe-0.7.0-pyhd8ed1ab_0

  mdurl              conda-forge/noarch::mdurl-0.1.2-pyhd8ed1ab_0

  mistune            conda-forge/noarch::mistune-3.0.2-pyhd8ed1ab_0

  mkl                conda-forge/win-64::mkl-2023.2.0-h6a75c08_50497

  more-itertools     conda-forge/noarch::more-itertools-10.2.0-pyhd8ed1ab_0

  msys2-conda-epoch  conda-forge/win-64::msys2-conda-epoch-20160418-1

  multidict          conda-forge/win-64::multidict-6.0.4-py38h91455d4_1

  mypy_extensions    conda-forge/noarch::mypy_extensions-1.0.0-pyha770c72_0

  nbclient           conda-forge/noarch::nbclient-0.8.0-pyhd8ed1ab_0

  nbconvert          conda-forge/noarch::nbconvert-7.14.2-pyhd8ed1ab_0

  nbconvert-core     conda-forge/noarch::nbconvert-core-7.14.2-pyhd8ed1ab_0

  nbconvert-pandoc   conda-forge/noarch::nbconvert-pandoc-7.14.2-pyhd8ed1ab_0

  nbformat           conda-forge/noarch::nbformat-5.9.2-pyhd8ed1ab_0

  nest-asyncio       conda-forge/noarch::nest-asyncio-1.5.9-pyhd8ed1ab_0

  networkx           conda-forge/noarch::networkx-3.1-pyhd8ed1ab_0

  nodejs             conda-forge/win-64::nodejs-20.9.0-h57928b3_0

  notebook           conda-forge/noarch::notebook-7.0.7-pyhd8ed1ab_0

  notebook-shim      conda-forge/noarch::notebook-shim-0.2.3-pyhd8ed1ab_0

  numpy              conda-forge/win-64::numpy-1.21.6-py38h5ed9b9d_0

  numpydoc           conda-forge/noarch::numpydoc-1.6.0-pyhd8ed1ab_0

  oauthlib           conda-forge/noarch::oauthlib-3.2.2-pyhd8ed1ab_0

  openjpeg           conda-forge/win-64::openjpeg-2.5.0-h3d672ee_3

  openssl            conda-forge/win-64::openssl-3.2.0-hcfcfb64_1

  opt_einsum         conda-forge/noarch::opt_einsum-3.3.0-pyhc1e730c_2

  orc                conda-forge/win-64::orc-1.9.0-hf2b8f0d_1

  overrides          conda-forge/noarch::overrides-7.6.0-pyhd8ed1ab_0

  packaging          conda-forge/noarch::packaging-23.2-pyhd8ed1ab_0

  pandas             conda-forge/win-64::pandas-2.0.3-py38hf08cf0d_1

  pandoc             conda-forge/win-64::pandoc-2.19.2-h57928b3_2

  pandocfilters      conda-forge/noarch::pandocfilters-1.5.0-pyhd8ed1ab_0

  pango              conda-forge/win-64::pango-1.50.14-h07c897b_2

  papermill          conda-forge/noarch::papermill-2.4.0-pyhd8ed1ab_0

  paramiko           conda-forge/noarch::paramiko-3.4.0-pyhd8ed1ab_0

  parso              conda-forge/noarch::parso-0.8.3-pyhd8ed1ab_0

  pathspec           conda-forge/noarch::pathspec-0.12.1-pyhd8ed1ab_0

  pcre2              conda-forge/win-64::pcre2-10.42-h17e33f8_0

  pexpect            conda-forge/noarch::pexpect-4.8.0-pyh1a96a4e_2

  pickleshare        conda-forge/noarch::pickleshare-0.7.5-py_1003

  pillow             conda-forge/win-64::pillow-10.2.0-py38hc375fad_0

  pip                conda-forge/noarch::pip-23.3.2-pyhd8ed1ab_0

  pixman             conda-forge/win-64::pixman-0.43.0-h63175ca_0

  pkgutil-resolve-n~ conda-forge/noarch::pkgutil-resolve-name-1.3.10-pyhd8ed1ab_1

  platformdirs       conda-forge/noarch::platformdirs-4.1.0-pyhd8ed1ab_0

  pluggy             conda-forge/noarch::pluggy-1.3.0-pyhd8ed1ab_0

  ply                conda-forge/noarch::ply-3.11-py_1

  pooch              conda-forge/noarch::pooch-1.8.0-pyhd8ed1ab_0

  prometheus_client  conda-forge/noarch::prometheus_client-0.19.0-pyhd8ed1ab_0

  prompt-toolkit     conda-forge/noarch::prompt-toolkit-3.0.42-pyha770c72_0

  prompt_toolkit     conda-forge/noarch::prompt_toolkit-3.0.42-hd8ed1ab_0

  protobuf           conda-forge/win-64::protobuf-4.23.3-py38h2e8c927_0

  psutil             conda-forge/win-64::psutil-5.9.8-py38h91455d4_0

  pthread-stubs      conda-forge/win-64::pthread-stubs-0.4-hcd874cb_1001

  pthreads-win32     conda-forge/win-64::pthreads-win32-2.9.1-hfa6e2cd_3

  ptyprocess         conda-forge/noarch::ptyprocess-0.7.0-pyhd3deb0d_0

  pure_eval          conda-forge/noarch::pure_eval-0.2.2-pyhd8ed1ab_0

  pyarrow            conda-forge/win-64::pyarrow-12.0.1-py38h75459e5_8_cpu

  pyasn1             conda-forge/noarch::pyasn1-0.5.1-pyhd8ed1ab_0

  pyasn1-modules     conda-forge/noarch::pyasn1-modules-0.3.0-pyhd8ed1ab_0

  pycodestyle        conda-forge/noarch::pycodestyle-2.11.1-pyhd8ed1ab_0

  pycparser          conda-forge/noarch::pycparser-2.21-pyhd8ed1ab_0

  pydocstyle         conda-forge/noarch::pydocstyle-6.3.0-pyhd8ed1ab_0

  pydot              conda-forge/win-64::pydot-2.0.0-py38haa244fe_0

  pydotplus          conda-forge/noarch::pydotplus-2.0.2-py_2

  pyflakes           conda-forge/noarch::pyflakes-3.1.0-pyhd8ed1ab_0

  pygments           conda-forge/noarch::pygments-2.17.2-pyhd8ed1ab_0

  pyjwt              conda-forge/noarch::pyjwt-2.8.0-pyhd8ed1ab_0

  pylint             conda-forge/noarch::pylint-3.0.3-pyhd8ed1ab_0

  pylint-venv        conda-forge/noarch::pylint-venv-3.0.3-pyhd8ed1ab_0

  pyls-spyder        conda-forge/noarch::pyls-spyder-0.4.0-pyhd8ed1ab_0

  pynacl             conda-forge/win-64::pynacl-1.5.0-py38hbc1c497_3

  pyopenssl          conda-forge/noarch::pyopenssl-23.3.0-pyhd8ed1ab_0

  pyparsing          conda-forge/noarch::pyparsing-3.1.1-pyhd8ed1ab_0

  pyqt               conda-forge/win-64::pyqt-5.15.9-py38hd6c051e_5

  pyqt5-sip          conda-forge/win-64::pyqt5-sip-12.12.2-py38hd3f51b4_5

  pyqtwebengine      conda-forge/win-64::pyqtwebengine-5.15.9-py38h30305e3_5

  pyreadline         conda-forge/win-64::pyreadline-2.1-py38haa244fe_1008

  pysocks            conda-forge/noarch::pysocks-1.7.1-pyh0701188_6

  python             conda-forge/win-64::python-3.8.18-h4de0772_1_cpython

  python-dateutil    conda-forge/noarch::python-dateutil-2.8.2-pyhd8ed1ab_0

  python-fastjsonsc~ conda-forge/noarch::python-fastjsonschema-2.19.1-pyhd8ed1ab_0

  python-graphviz    conda-forge/noarch::python-graphviz-0.20.1-pyh22cad53_0

  python-json-logger conda-forge/noarch::python-json-logger-2.0.7-pyhd8ed1ab_0

  python-lsp-black   conda-forge/noarch::python-lsp-black-2.0.0-pyhd8ed1ab_0

  python-lsp-jsonrpc conda-forge/noarch::python-lsp-jsonrpc-1.1.2-pyhd8ed1ab_0

  python-lsp-server  conda-forge/noarch::python-lsp-server-1.9.0-pyhd8ed1ab_0

  python-lsp-server~ conda-forge/noarch::python-lsp-server-base-1.9.0-pyhd8ed1ab_0

  python-slugify     conda-forge/noarch::python-slugify-8.0.1-pyhd8ed1ab_2

  python-tzdata      conda-forge/noarch::python-tzdata-2023.4-pyhd8ed1ab_0

  python-xxhash      conda-forge/win-64::python-xxhash-3.4.1-py38h91455d4_0

  python_abi         conda-forge/win-64::python_abi-3.8-4_cp38

  pytoolconfig       conda-forge/noarch::pytoolconfig-1.2.5-pyhd8ed1ab_0

  pytz               conda-forge/noarch::pytz-2023.3.post1-pyhd8ed1ab_0

  pyu2f              conda-forge/noarch::pyu2f-0.1.5-pyhd8ed1ab_0

  pywin32            conda-forge/win-64::pywin32-306-py38hd3f51b4_2

  pywin32-ctypes     conda-forge/win-64::pywin32-ctypes-0.2.2-py38haa244fe_1

  pywinpty           conda-forge/win-64::pywinpty-2.0.12-py38hd3f51b4_0

  pyyaml             conda-forge/win-64::pyyaml-6.0.1-py38h91455d4_1

  pyzmq              conda-forge/win-64::pyzmq-25.1.2-py38hdecc13b_0

  qdarkstyle         conda-forge/noarch::qdarkstyle-3.2.3-pyhd8ed1ab_0

  qstylizer          conda-forge/noarch::qstylizer-0.2.2-pyhd8ed1ab_0

  qt-main            conda-forge/win-64::qt-main-5.15.8-h9e85ed6_18

  qt-webengine       conda-forge/win-64::qt-webengine-5.15.8-h4bf5c4e_4

  qtawesome          conda-forge/noarch::qtawesome-1.3.0-pyh9208f05_0

  qtconsole          conda-forge/noarch::qtconsole-5.5.1-pyhd8ed1ab_0

  qtconsole-base     conda-forge/noarch::qtconsole-base-5.5.1-pyha770c72_0

  qtpy               conda-forge/noarch::qtpy-2.4.1-pyhd8ed1ab_0

  r-alphavantager    conda-forge/noarch::r-alphavantager-0.1.3-r41hc72bb7e_0

  r-anytime          conda-forge/win-64::r-anytime-0.3.9-r41ha856d6a_2

  r-askpass          conda-forge/win-64::r-askpass-1.2.0-r41h6d2157b_0

  r-assertthat       conda-forge/noarch::r-assertthat-0.2.1-r41hc72bb7e_3

  r-backports        conda-forge/win-64::r-backports-1.4.1-r41h6d2157b_2

  r-base             conda-forge/win-64::r-base-4.1.3-hdca333a_12

  r-base64enc        conda-forge/win-64::r-base64enc-0.1_3-r41h6d2157b_1006

  r-bit              conda-forge/win-64::r-bit-4.0.5-r41h6d2157b_1

  r-bit64            conda-forge/win-64::r-bit64-4.0.5-r41h6d2157b_2

  r-blob             conda-forge/noarch::r-blob-1.2.4-r41hc72bb7e_0

  r-brew             conda-forge/noarch::r-brew-1.0_8-r41hc72bb7e_1

  r-brio             conda-forge/win-64::r-brio-1.1.4-r41h6d2157b_0

  r-broom            conda-forge/noarch::r-broom-1.0.5-r41hc72bb7e_0

  r-bslib            conda-forge/noarch::r-bslib-0.5.0-r41hc72bb7e_0

  r-cachem           conda-forge/win-64::r-cachem-1.0.8-r41h6d2157b_1

  r-callr            conda-forge/noarch::r-callr-3.7.3-r41hc72bb7e_0

  r-cellranger       conda-forge/noarch::r-cellranger-1.1.0-r41hc72bb7e_1005

  r-class            conda-forge/win-64::r-class-7.3_22-r41h6d2157b_1

  r-cli              conda-forge/win-64::r-cli-3.6.2-r41ha856d6a_0

  r-clipr            conda-forge/noarch::r-clipr-0.8.0-r41hc72bb7e_1

  r-clock            conda-forge/win-64::r-clock-0.7.0-r41ha856d6a_1

  r-codetools        conda-forge/noarch::r-codetools-0.2_19-r41hc72bb7e_0

  r-colorspace       conda-forge/win-64::r-colorspace-2.1_0-r41h6d2157b_1

  r-commonmark       conda-forge/win-64::r-commonmark-1.9.0-r41h6d2157b_1

  r-conflicted       conda-forge/noarch::r-conflicted-1.2.0-r41h785f33e_0

  r-cpp11            conda-forge/noarch::r-cpp11-0.4.7-r41hc72bb7e_0

  r-crayon           conda-forge/noarch::r-crayon-1.5.2-r41hc72bb7e_1

  r-credentials      conda-forge/noarch::r-credentials-1.3.2-r41hc72bb7e_1

  r-crosstalk        conda-forge/noarch::r-crosstalk-1.2.0-r41hc72bb7e_1

  r-curl             conda-forge/win-64::r-curl-4.3.3-r41h6d2157b_2

  r-data.table       conda-forge/win-64::r-data.table-1.14.10-r41h6d2157b_1

  r-dbi              conda-forge/noarch::r-dbi-1.1.3-r41hc72bb7e_1

  r-dbplyr           conda-forge/noarch::r-dbplyr-2.3.2-r41hc72bb7e_0

  r-desc             conda-forge/noarch::r-desc-1.4.2-r41hc72bb7e_1

  r-devtools         conda-forge/noarch::r-devtools-2.4.5-r41hc72bb7e_1

  r-diagram          conda-forge/noarch::r-diagram-1.6.5-r41ha770c72_1

  r-diffobj          conda-forge/win-64::r-diffobj-0.3.5-r41h6d2157b_2

  r-digest           conda-forge/win-64::r-digest-0.6.34-r41ha856d6a_0

  r-downlit          conda-forge/noarch::r-downlit-0.4.2-r41hc72bb7e_1

  r-dplyr            conda-forge/win-64::r-dplyr-1.1.4-r41ha856d6a_0

  r-dtplyr           conda-forge/noarch::r-dtplyr-1.3.1-r41hc72bb7e_0

  r-ellipsis         conda-forge/win-64::r-ellipsis-0.3.2-r41h6d2157b_2

  r-evaluate         conda-forge/noarch::r-evaluate-0.21-r41hc72bb7e_0

  r-fansi            conda-forge/win-64::r-fansi-1.0.6-r41h6d2157b_0

  r-farver           conda-forge/win-64::r-farver-2.1.1-r41ha856d6a_2

  r-fastmap          conda-forge/win-64::r-fastmap-1.1.1-r41ha856d6a_1

  r-feather          conda-forge/win-64::r-feather-0.3.5-r41ha856d6a_3

  r-fontawesome      conda-forge/noarch::r-fontawesome-0.5.1-r41hc72bb7e_0

  r-forcats          conda-forge/noarch::r-forcats-1.0.0-r41hc72bb7e_0

  r-forecast         conda-forge/win-64::r-forecast-8.21.1-r41h56ffbbb_0

  r-fracdiff         conda-forge/win-64::r-fracdiff-1.5_2-r41h9b904b5_1

  r-fs               conda-forge/win-64::r-fs-1.6.3-r41ha856d6a_0

  r-furrr            conda-forge/noarch::r-furrr-0.3.1-r41hc72bb7e_1

  r-future           conda-forge/noarch::r-future-1.32.0-r41hc72bb7e_0

  r-future.apply     conda-forge/noarch::r-future.apply-1.11.0-r41hc72bb7e_0

  r-gargle           conda-forge/noarch::r-gargle-1.4.0-r41h785f33e_0

  r-generics         conda-forge/noarch::r-generics-0.1.3-r41hc72bb7e_1

  r-gert             conda-forge/win-64::r-gert-2.0.1-r41h0b6b92a_0

  r-ggplot2          conda-forge/noarch::r-ggplot2-3.4.2-r41hc72bb7e_0

  r-gh               conda-forge/noarch::r-gh-1.4.0-r41hc72bb7e_0

  r-gitcreds         conda-forge/noarch::r-gitcreds-0.1.2-r41hc72bb7e_1

  r-globals          conda-forge/noarch::r-globals-0.16.2-r41hc72bb7e_0

  r-glue             conda-forge/win-64::r-glue-1.7.0-r41h6d2157b_0

  r-googledrive      conda-forge/noarch::r-googledrive-2.1.0-r41hc72bb7e_0

  r-googlesheets4    conda-forge/noarch::r-googlesheets4-1.1.0-r41h785f33e_0

  r-gower            conda-forge/win-64::r-gower-1.0.1-r41h6d2157b_1

  r-gtable           conda-forge/noarch::r-gtable-0.3.3-r41hc72bb7e_0

  r-hardhat          conda-forge/noarch::r-hardhat-1.3.0-r41hc72bb7e_0

  r-haven            conda-forge/win-64::r-haven-2.5.4-r41ha856d6a_0

  r-here             conda-forge/noarch::r-here-1.0.1-r41hc72bb7e_1

  r-hexbin           conda-forge/win-64::r-hexbin-1.28.3-r41he816bda_1

  r-highr            conda-forge/noarch::r-highr-0.10-r41hc72bb7e_0

  r-hms              conda-forge/noarch::r-hms-1.1.3-r41hc72bb7e_0

  r-htmltools        conda-forge/win-64::r-htmltools-0.5.7-r41ha856d6a_0

  r-htmlwidgets      conda-forge/noarch::r-htmlwidgets-1.6.2-r41hc72bb7e_0

  r-httpuv           conda-forge/win-64::r-httpuv-1.6.13-r41ha856d6a_0

  r-httr             conda-forge/noarch::r-httr-1.4.6-r41hc72bb7e_0

  r-httr2            conda-forge/noarch::r-httr2-0.2.3-r41hc72bb7e_0

  r-ids              conda-forge/noarch::r-ids-1.0.1-r41hc72bb7e_2

  r-ini              conda-forge/noarch::r-ini-0.3.1-r41hc72bb7e_1004

  r-ipred            conda-forge/win-64::r-ipred-0.9_14-r41h6d2157b_1

  r-irdisplay        conda-forge/noarch::r-irdisplay-1.1-r41hd8ed1ab_1

  r-irkernel         conda-forge/noarch::r-irkernel-1.3.2-r41h785f33e_0

  r-isoband          conda-forge/win-64::r-isoband-0.2.7-r41ha856d6a_2

  r-jquerylib        conda-forge/noarch::r-jquerylib-0.1.4-r41hc72bb7e_1

  r-jsonlite         conda-forge/win-64::r-jsonlite-1.8.8-r41h6d2157b_0

  r-kernsmooth       conda-forge/win-64::r-kernsmooth-2.23_22-r41hd95e14d_0

  r-knitr            conda-forge/noarch::r-knitr-1.43-r41hc72bb7e_0

  r-labeling         conda-forge/noarch::r-labeling-0.4.2-r41hc72bb7e_2

  r-later            conda-forge/win-64::r-later-1.3.2-r41ha856d6a_0

  r-lattice          conda-forge/win-64::r-lattice-0.22_5-r41h6d2157b_0

  r-lava             conda-forge/noarch::r-lava-1.7.2.1-r41hc72bb7e_0

  r-lazyeval         conda-forge/win-64::r-lazyeval-0.2.2-r41h6d2157b_4

  r-lifecycle        conda-forge/noarch::r-lifecycle-1.0.3-r41hc72bb7e_1

  r-listenv          conda-forge/noarch::r-listenv-0.9.0-r41hc72bb7e_0

  r-lmtest           conda-forge/win-64::r-lmtest-0.9_40-r41he816bda_2

  r-lubridate        conda-forge/win-64::r-lubridate-1.9.3-r41h6d2157b_0

  r-magrittr         conda-forge/win-64::r-magrittr-2.0.3-r41h6d2157b_2

  r-mass             conda-forge/win-64::r-mass-7.3_58.3-r41h6d2157b_0

  r-matrix           conda-forge/win-64::r-matrix-1.6_5-r41hb9981e2_0

  r-memoise          conda-forge/noarch::r-memoise-2.0.1-r41hc72bb7e_1

  r-mgcv             conda-forge/win-64::r-mgcv-1.9_1-r41hb9981e2_0

  r-mime             conda-forge/win-64::r-mime-0.12-r41h6d2157b_2

  r-miniui           conda-forge/noarch::r-miniui-0.1.1.1-r41hc72bb7e_1003

  r-modelr           conda-forge/noarch::r-modelr-0.1.11-r41hc72bb7e_0

  r-munsell          conda-forge/noarch::r-munsell-0.5.0-r41hc72bb7e_1005

  r-nlme             conda-forge/win-64::r-nlme-3.1_164-r41he816bda_0

  r-nnet             conda-forge/win-64::r-nnet-7.3_19-r41h6d2157b_1

  r-numderiv         conda-forge/noarch::r-numderiv-2016.8_1.1-r41hc72bb7e_4

  r-openssl          conda-forge/win-64::r-openssl-2.0.6-r41h81a3cea_1

  r-padr             conda-forge/win-64::r-padr-0.6.2-r41ha856d6a_2

  r-parallelly       conda-forge/noarch::r-parallelly-1.36.0-r41hc72bb7e_0

  r-pbdzmq           conda-forge/win-64::r-pbdzmq-0.3_11-r41h05e23a2_0

  r-performanceanal~ conda-forge/win-64::r-performanceanalytics-2.0.4-r41h6d2157b_3

  r-pillar           conda-forge/noarch::r-pillar-1.9.0-r41hc72bb7e_0

  r-pkgbuild         conda-forge/noarch::r-pkgbuild-1.4.0-r41hc72bb7e_0

  r-pkgconfig        conda-forge/noarch::r-pkgconfig-2.0.3-r41hc72bb7e_2

  r-pkgdown          conda-forge/noarch::r-pkgdown-2.0.7-r41hc72bb7e_0

  r-pkgload          conda-forge/noarch::r-pkgload-1.3.2-r41hc72bb7e_0

  r-plotly           conda-forge/noarch::r-plotly-4.10.2-r41hc72bb7e_0

  r-png              conda-forge/win-64::r-png-0.1_8-r41h6d2157b_1

  r-praise           conda-forge/noarch::r-praise-1.0.0-r41hc72bb7e_1006

  r-prettyunits      conda-forge/noarch::r-prettyunits-1.1.1-r41hc72bb7e_2

  r-processx         conda-forge/win-64::r-processx-3.8.3-r41h6d2157b_0

  r-prodlim          conda-forge/win-64::r-prodlim-2023.08.28-r41ha856d6a_0

  r-profvis          conda-forge/win-64::r-profvis-0.3.8-r41h6d2157b_3

  r-progress         conda-forge/noarch::r-progress-1.2.2-r41hc72bb7e_3

  r-progressr        conda-forge/noarch::r-progressr-0.13.0-r41hc72bb7e_0

  r-promises         conda-forge/win-64::r-promises-1.2.1-r41ha856d6a_0

  r-ps               conda-forge/win-64::r-ps-1.7.6-r41h6d2157b_0

  r-purrr            conda-forge/win-64::r-purrr-1.0.2-r41h6d2157b_0

  r-quadprog         conda-forge/win-64::r-quadprog-1.5_8-r41hd95e14d_5

  r-quandl           conda-forge/noarch::r-quandl-2.11.0-r41hc72bb7e_1

  r-quantmod         conda-forge/noarch::r-quantmod-0.4.22-r41hc72bb7e_0

  r-r6               conda-forge/noarch::r-r6-2.5.1-r41hc72bb7e_1

  r-ragg             conda-forge/win-64::r-ragg-1.2.7-r41ha22d727_0

  r-rappdirs         conda-forge/win-64::r-rappdirs-0.3.3-r41h6d2157b_2

  r-rcmdcheck        conda-forge/noarch::r-rcmdcheck-1.4.0-r41h785f33e_1

  r-rcolorbrewer     conda-forge/noarch::r-rcolorbrewer-1.1_3-r41h785f33e_1

  r-rcpp             conda-forge/win-64::r-rcpp-1.0.12-r41ha856d6a_0

  r-rcpparmadillo    conda-forge/win-64::r-rcpparmadillo-0.12.6.4.0-r41h78deb2a_0

  r-rcpproll         conda-forge/win-64::r-rcpproll-0.3.0-r41ha856d6a_1004

  r-rcpptoml         conda-forge/win-64::r-rcpptoml-0.1.7-r41ha856d6a_2

  r-readr            conda-forge/win-64::r-readr-2.1.5-r41ha856d6a_0

  r-readxl           conda-forge/win-64::r-readxl-1.4.3-r41h1c2d66b_0

  r-recipes          conda-forge/noarch::r-recipes-1.0.6-r41hc72bb7e_0

  r-rematch          conda-forge/noarch::r-rematch-1.0.1-r41hc72bb7e_1005

  r-rematch2         conda-forge/noarch::r-rematch2-2.1.2-r41hc72bb7e_2

  r-remotes          conda-forge/noarch::r-remotes-2.4.2-r41hc72bb7e_1

  r-repr             conda-forge/noarch::r-repr-1.1.6-r41h785f33e_0

  r-reprex           conda-forge/noarch::r-reprex-2.0.2-r41hc72bb7e_1

  r-reticulate       conda-forge/win-64::r-reticulate-1.34.0-r41ha856d6a_0

  r-riingo           conda-forge/noarch::r-riingo-0.3.1-r41hc72bb7e_1

  r-rlang            conda-forge/win-64::r-rlang-1.1.3-r41ha856d6a_0

  r-rmarkdown        conda-forge/noarch::r-rmarkdown-2.22-r41hc72bb7e_0

  r-roxygen2         conda-forge/win-64::r-roxygen2-7.3.0-r41ha856d6a_0

  r-rpart            conda-forge/win-64::r-rpart-4.1.23-r41h6d2157b_0

  r-rprojroot        conda-forge/noarch::r-rprojroot-2.0.3-r41hc72bb7e_1

  r-rsample          conda-forge/noarch::r-rsample-1.1.1-r41hc72bb7e_1

  r-rstudioapi       conda-forge/noarch::r-rstudioapi-0.14-r41hc72bb7e_1

  r-rversions        conda-forge/noarch::r-rversions-2.1.2-r41hc72bb7e_1

  r-rvest            conda-forge/noarch::r-rvest-1.0.3-r41hc72bb7e_1

  r-sass             conda-forge/win-64::r-sass-0.4.8-r41ha856d6a_0

  r-scales           conda-forge/noarch::r-scales-1.2.1-r41hc72bb7e_1

  r-selectr          conda-forge/noarch::r-selectr-0.4_2-r41hc72bb7e_2

  r-sessioninfo      conda-forge/noarch::r-sessioninfo-1.2.2-r41hc72bb7e_1

  r-shape            conda-forge/noarch::r-shape-1.4.6-r41ha770c72_1

  r-shiny            conda-forge/noarch::r-shiny-1.7.4-r41h785f33e_0

  r-slider           conda-forge/win-64::r-slider-0.3.1-r41ha856d6a_0

  r-sourcetools      conda-forge/win-64::r-sourcetools-0.1.7_1-r41ha856d6a_1

  r-squarem          conda-forge/noarch::r-squarem-2021.1-r41hc72bb7e_1

  r-stringi          conda-forge/win-64::r-stringi-1.8.3-r41ha856d6a_0

  r-stringr          conda-forge/noarch::r-stringr-1.5.0-r41h785f33e_0

  r-survival         conda-forge/win-64::r-survival-3.5_7-r41h6d2157b_0

  r-sys              conda-forge/win-64::r-sys-3.4.2-r41h6d2157b_1

  r-systemfonts      conda-forge/win-64::r-systemfonts-1.0.5-r41h93c4b31_0

  r-testthat         conda-forge/win-64::r-testthat-3.2.1-r41ha856d6a_0

  r-textshaping      conda-forge/win-64::r-textshaping-0.3.7-r41h62baadc_0

  r-tibble           conda-forge/win-64::r-tibble-3.2.1-r41h6d2157b_2

  r-tidyquant        conda-forge/noarch::r-tidyquant-1.0.7-r41hc72bb7e_0

  r-tidyr            conda-forge/win-64::r-tidyr-1.3.0-r41ha856d6a_1

  r-tidyselect       conda-forge/win-64::r-tidyselect-1.2.0-r41h6addd8b_1

  r-tidyverse        conda-forge/noarch::r-tidyverse-2.0.0-r41h785f33e_0

  r-timechange       conda-forge/win-64::r-timechange-0.3.0-r41ha856d6a_0

  r-timedate         conda-forge/noarch::r-timedate-4022.108-r41hc72bb7e_0

  r-timetk           conda-forge/noarch::r-timetk-2.8.3-r41hc72bb7e_0

  r-tinytex          conda-forge/noarch::r-tinytex-0.45-r41hc72bb7e_0

  r-tseries          conda-forge/win-64::r-tseries-0.10_55-r41hd95e14d_0

  r-tsfeatures       conda-forge/noarch::r-tsfeatures-1.1-r41hc72bb7e_1

  r-ttr              conda-forge/win-64::r-ttr-0.24.4-r41h6d2157b_0

  r-tzdb             conda-forge/win-64::r-tzdb-0.4.0-r41ha856d6a_1

  r-urca             conda-forge/win-64::r-urca-1.3_3-r41he816bda_1

  r-urlchecker       conda-forge/noarch::r-urlchecker-1.0.1-r41hc72bb7e_1

  r-usethis          conda-forge/noarch::r-usethis-2.2.0-r41hc72bb7e_0

  r-utf8             conda-forge/win-64::r-utf8-1.2.4-r41h6d2157b_0

  r-uuid             conda-forge/win-64::r-uuid-1.2_0-r41h6d2157b_0

  r-vctrs            conda-forge/win-64::r-vctrs-0.6.5-r41ha856d6a_0

  r-viridislite      conda-forge/noarch::r-viridislite-0.4.1-r41hc72bb7e_1

  r-vroom            conda-forge/win-64::r-vroom-1.6.5-r41ha856d6a_0

  r-waldo            conda-forge/noarch::r-waldo-0.5.1-r41hc72bb7e_0

  r-warp             conda-forge/win-64::r-warp-0.2.1-r41h6d2157b_0

  r-whisker          conda-forge/noarch::r-whisker-0.4.1-r41hc72bb7e_0

  r-withr            conda-forge/noarch::r-withr-2.5.0-r41hc72bb7e_1

  r-xfun             conda-forge/win-64::r-xfun-0.41-r41ha856d6a_0

  r-xml2             conda-forge/win-64::r-xml2-1.3.3-r41ha856d6a_2

  r-xopen            conda-forge/noarch::r-xopen-1.0.0-r41hc72bb7e_1004

  r-xtable           conda-forge/noarch::r-xtable-1.8_4-r41hc72bb7e_4

  r-xts              conda-forge/win-64::r-xts-0.13.1-r41h6d2157b_1

  r-yaml             conda-forge/win-64::r-yaml-2.3.8-r41h6d2157b_0

  r-zip              conda-forge/win-64::r-zip-2.3.0-r41h6d2157b_1

  r-zoo              conda-forge/win-64::r-zoo-1.8_12-r41h6d2157b_1

  re2                conda-forge/win-64::re2-2023.03.02-hd4eee63_0

  referencing        conda-forge/noarch::referencing-0.32.1-pyhd8ed1ab_0

  requests           conda-forge/noarch::requests-2.31.0-pyhd8ed1ab_0

  requests-oauthlib  conda-forge/noarch::requests-oauthlib-1.3.1-pyhd8ed1ab_0

  rfc3339-validator  conda-forge/noarch::rfc3339-validator-0.1.4-pyhd8ed1ab_0

  rfc3986-validator  conda-forge/noarch::rfc3986-validator-0.1.1-pyh9f0ad1d_0

  rich               conda-forge/noarch::rich-13.7.0-pyhd8ed1ab_0

  rope               conda-forge/noarch::rope-1.12.0-pyhd8ed1ab_0

  rpds-py            conda-forge/win-64::rpds-py-0.17.1-py38h4900a04_0

  rsa                conda-forge/noarch::rsa-4.9-pyhd8ed1ab_0

  rtree              conda-forge/win-64::rtree-1.2.0-py38h8b54edf_0

  scipy              conda-forge/win-64::scipy-1.10.1-py38h1aea9ed_3

  send2trash         conda-forge/noarch::send2trash-1.8.2-pyh08f2357_0

  setuptools         conda-forge/noarch::setuptools-69.0.3-pyhd8ed1ab_0

  sip                conda-forge/win-64::sip-6.7.12-py38hd3f51b4_0

  six                conda-forge/noarch::six-1.16.0-pyh6c4a22f_0

  snappy             conda-forge/win-64::snappy-1.1.10-hfb803bf_0

  sniffio            conda-forge/noarch::sniffio-1.3.0-pyhd8ed1ab_0

  snowballstemmer    conda-forge/noarch::snowballstemmer-2.2.0-pyhd8ed1ab_0

  sortedcontainers   conda-forge/noarch::sortedcontainers-2.4.0-pyhd8ed1ab_0

  sos                conda-forge/noarch::sos-0.24.3-pyhd8ed1ab_0

  sos-notebook       conda-forge/win-64::sos-notebook-0.24.3-py38haa244fe_0

  sos-papermill      conda-forge/noarch::sos-papermill-0.2.1-py_0

  sos-python         conda-forge/noarch::sos-python-0.18.4-py_0

  sos-r              conda-forge/noarch::sos-r-0.20.1-pyhd8ed1ab_0

  sos-rmarkdown      conda-forge/noarch::sos-rmarkdown-0.1.3-py_0

  soupsieve          conda-forge/noarch::soupsieve-2.5-pyhd8ed1ab_1

  sphinx             conda-forge/noarch::sphinx-7.1.2-pyhd8ed1ab_0

  sphinxcontrib-app~ conda-forge/noarch::sphinxcontrib-applehelp-1.0.4-pyhd8ed1ab_0

  sphinxcontrib-dev~ conda-forge/noarch::sphinxcontrib-devhelp-1.0.2-py_0

  sphinxcontrib-htm~ conda-forge/noarch::sphinxcontrib-htmlhelp-2.0.1-pyhd8ed1ab_0

  sphinxcontrib-jsm~ conda-forge/noarch::sphinxcontrib-jsmath-1.0.1-pyhd8ed1ab_0

  sphinxcontrib-qth~ conda-forge/noarch::sphinxcontrib-qthelp-1.0.3-py_0

  sphinxcontrib-ser~ conda-forge/noarch::sphinxcontrib-serializinghtml-1.1.5-pyhd8ed1ab_2

  spyder             conda-forge/win-64::spyder-5.5.0-py38haa244fe_3

  spyder-kernels     conda-forge/noarch::spyder-kernels-2.5.0-win_pyh7428d3b_0

  stack_data         conda-forge/noarch::stack_data-0.6.2-pyhd8ed1ab_0

  tabulate           conda-forge/noarch::tabulate-0.9.0-pyhd8ed1ab_1

  tbb                conda-forge/win-64::tbb-2021.11.0-h91493d7_0

  tenacity           conda-forge/noarch::tenacity-8.2.3-pyhd8ed1ab_0

  tensorboard        conda-forge/noarch::tensorboard-2.15.1-pyhd8ed1ab_0

  tensorboard-data-~ conda-forge/win-64::tensorboard-data-server-0.7.0-py38haa244fe_1

  tensorflow         pkgs/main/win-64::tensorflow-2.3.0-mkl_py38h8557ec7_0

  tensorflow-base    pkgs/main/win-64::tensorflow-base-2.3.0-eigen_py38h75a453f_0

  tensorflow-estima~ conda-forge/noarch::tensorflow-estimator-2.5.0-pyh81a9013_1

  tensorflow-gpu     pkgs/main/win-64::tensorflow-gpu-2.3.0-he13fc11_0

  termcolor          conda-forge/noarch::termcolor-2.4.0-pyhd8ed1ab_0

  terminado          conda-forge/noarch::terminado-0.18.0-pyh5737063_0

  text-unidecode     conda-forge/noarch::text-unidecode-1.3-pyhd8ed1ab_1

  textdistance       conda-forge/noarch::textdistance-4.5.0-pyhd8ed1ab_0

  textwrap3          conda-forge/noarch::textwrap3-0.9.2-py_0

  three-merge        conda-forge/noarch::three-merge-0.1.1-pyh9f0ad1d_0

  tinycss2           conda-forge/noarch::tinycss2-1.2.1-pyhd8ed1ab_0

  tk                 conda-forge/win-64::tk-8.6.13-h5226925_1

  toml               conda-forge/noarch::toml-0.10.2-pyhd8ed1ab_0

  tomli              conda-forge/noarch::tomli-2.0.1-pyhd8ed1ab_0

  tomlkit            conda-forge/noarch::tomlkit-0.12.3-pyha770c72_0

  tornado            conda-forge/win-64::tornado-6.3.3-py38h91455d4_1

  tqdm               conda-forge/noarch::tqdm-4.66.1-pyhd8ed1ab_0

  traitlets          conda-forge/noarch::traitlets-5.14.1-pyhd8ed1ab_0

  types-python-date~ conda-forge/noarch::types-python-dateutil-2.8.19.20240106-pyhd8ed1ab_0

  typing-extensions  conda-forge/noarch::typing-extensions-4.9.0-hd8ed1ab_0

  typing_extensions  conda-forge/noarch::typing_extensions-4.9.0-pyha770c72_0

  typing_utils       conda-forge/noarch::typing_utils-0.1.0-pyhd8ed1ab_0

  ucrt               conda-forge/win-64::ucrt-10.0.22621.0-h57928b3_0

  ujson              conda-forge/win-64::ujson-5.9.0-py38hd3f51b4_0

  uri-template       conda-forge/noarch::uri-template-1.3.0-pyhd8ed1ab_0

  urllib3            conda-forge/noarch::urllib3-2.1.0-pyhd8ed1ab_0

  vc                 conda-forge/win-64::vc-14.3-hcf57466_18

  vc14_runtime       conda-forge/win-64::vc14_runtime-14.38.33130-h82b7239_18

  vs2015_runtime     conda-forge/win-64::vs2015_runtime-14.38.33130-hcb4865c_18

  watchdog           conda-forge/win-64::watchdog-3.0.0-py38haa244fe_1

  wcwidth            conda-forge/noarch::wcwidth-0.2.13-pyhd8ed1ab_0

  webcolors          conda-forge/noarch::webcolors-1.13-pyhd8ed1ab_0

  webencodings       conda-forge/noarch::webencodings-0.5.1-pyhd8ed1ab_2

  websocket-client   conda-forge/noarch::websocket-client-1.7.0-pyhd8ed1ab_0

  werkzeug           conda-forge/noarch::werkzeug-3.0.1-pyhd8ed1ab_0

  whatthepatch       conda-forge/noarch::whatthepatch-1.0.5-pyhd8ed1ab_0

  wheel              conda-forge/noarch::wheel-0.42.0-pyhd8ed1ab_0

  widgetsnbextension conda-forge/noarch::widgetsnbextension-4.0.9-pyhd8ed1ab_0

  win_inet_pton      conda-forge/noarch::win_inet_pton-1.1.0-pyhd8ed1ab_6

  winpty             conda-forge/win-64::winpty-0.4.3-4

  wrapt              conda-forge/win-64::wrapt-1.16.0-py38h91455d4_0

  xorg-kbproto       conda-forge/win-64::xorg-kbproto-1.0.7-hcd874cb_1002

  xorg-libice        conda-forge/win-64::xorg-libice-1.1.1-hcd874cb_0

  xorg-libsm         conda-forge/win-64::xorg-libsm-1.2.4-hcd874cb_0

  xorg-libx11        conda-forge/win-64::xorg-libx11-1.8.7-hefa74cf_0

  xorg-libxau        conda-forge/win-64::xorg-libxau-1.0.11-hcd874cb_0

  xorg-libxdmcp      conda-forge/win-64::xorg-libxdmcp-1.1.3-hcd874cb_0

  xorg-libxext       conda-forge/win-64::xorg-libxext-1.3.4-hcd874cb_2

  xorg-libxpm        conda-forge/win-64::xorg-libxpm-3.5.17-hcd874cb_0

  xorg-libxt         conda-forge/win-64::xorg-libxt-1.3.0-hcd874cb_1

  xorg-xextproto     conda-forge/win-64::xorg-xextproto-7.3.0-hcd874cb_1003

  xorg-xproto        conda-forge/win-64::xorg-xproto-7.0.31-hcd874cb_1007

  xxhash             conda-forge/win-64::xxhash-0.8.2-hcfcfb64_0

  xz                 conda-forge/win-64::xz-5.2.6-h8d14728_0

  yaml               conda-forge/win-64::yaml-0.2.5-h8ffe710_2

  yapf               conda-forge/noarch::yapf-0.40.1-pyhd8ed1ab_0

  yarl               conda-forge/win-64::yarl-1.9.4-py38h91455d4_0

  zeromq             conda-forge/win-64::zeromq-4.3.5-h63175ca_0

  zipp               conda-forge/noarch::zipp-3.17.0-pyhd8ed1ab_0

  zlib               conda-forge/win-64::zlib-1.2.13-hcfcfb64_5

  zstd               conda-forge/win-64::zstd-1.5.5-h12be248_0


Proceed ([y]/n)?


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As the last step run
conda install tensorflow-gpu=2.3 tensorflow=2.3=mkl_py38h1fcfbd6_0 (courtesy stackoverflow).

Spoiler

(tfgpu23) C:\Users\Vasily Nekrasov>python
Python 3.8.18 | packaged by conda-forge | (default, Dec 23 2023, 17:17:17) [MSC v.1929 64 bit (AMD64)] on win32
Type "help", "copyright", "credits" or "license" for more information.
>>> import tensorflow as tf
2024-01-21 17:52:25.374062: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library cudart64_101.dll
>>> tf.test.is_gpu_available()
WARNING:tensorflow:From :1: is_gpu_available (from tensorflow.python.framework.test_util) is deprecated and will be removed in a future version.
Instructions for updating:
Use `tf.config.list_physical_devices('GPU')` instead.
2024-01-21 17:52:35.839599: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN)to use the following CPU instructions in performance-critical operations: AVX AVX2
To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.
2024-01-21 17:52:35.865431: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x1dab7557000 initialized for platform Host (this does not guarantee that XLA will be used). Devices:
2024-01-21 17:52:35.865595: I tensorflow/compiler/xla/service/service.cc:176] StreamExecutor device (0): Host, Default Version
2024-01-21 17:52:35.877125: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library nvcuda.dll
2024-01-21 17:52:36.385586: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1716] Found device 0 with properties:
pciBusID: 0000:02:00.0 name: NVIDIA GeForce GTX 1060 6GB computeCapability: 6.1
coreClock: 1.7845GHz coreCount: 10 deviceMemorySize: 6.00GiB deviceMemoryBandwidth: 178.99GiB/s
2024-01-21 17:52:36.385827: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1716] Found device 1 with properties:
pciBusID: 0000:81:00.0 name: NVIDIA GeForce GTX 1060 6GB computeCapability: 6.1
coreClock: 1.7845GHz coreCount: 10 deviceMemorySize: 6.00GiB deviceMemoryBandwidth: 178.99GiB/s
2024-01-21 17:52:36.391246: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library cudart64_101.dll
2024-01-21 17:52:36.401442: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library cublas64_10.dll
2024-01-21 17:52:36.410671: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library cufft64_10.dll
2024-01-21 17:52:36.413418: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library curand64_10.dll
2024-01-21 17:52:36.425938: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library cusolver64_10.dll
2024-01-21 17:52:36.430995: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library cusparse64_10.dll
2024-01-21 17:52:36.451123: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library cudnn64_7.dll
2024-01-21 17:52:36.451354: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1858] Adding visible gpu devices: 0, 1
2024-01-21 17:52:38.325433: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1257] Device interconnect StreamExecutor with strength 1 edge matrix:
2024-01-21 17:52:38.326609: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1263] 0 1
2024-01-21 17:52:38.331625: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1276] 0: N N
2024-01-21 17:52:38.332002: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1276] 1: N N
2024-01-21 17:52:38.333329: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1402] Created TensorFlow device (/device:GPU:0 with 4811 MB memory) -> physical GPU (device: 0, name: NVIDIA GeForce GTX 1060 6GB, pci bus id: 0000:02:00.0, compute capability: 6.1)
2024-01-21 17:52:38.335627: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1402] Created TensorFlow device (/device:GPU:1 with 4811 MB memory) -> physical GPU (device: 1, name: NVIDIA GeForce GTX 1060 6GB, pci bus id: 0000:81:00.0, compute capability: 6.1)
2024-01-21 17:52:38.342730: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x1daf7ec4fb0 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:
2024-01-21 17:52:38.342844: I tensorflow/compiler/xla/service/service.cc:176] StreamExecutor device (0): NVIDIA GeForce GTX 1060 6GB, Compute Capability 6.1
2024-01-21 17:52:38.342933: I tensorflow/compiler/xla/service/service.cc:176] StreamExecutor device (1): NVIDIA GeForce GTX 1060 6GB, Compute Capability 6.1
True
>>>

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Well, tensorflow-gpu=2.3.0 is a rather old version but better than nothing.
However, there is another unpleasant surprise: some functionaly of tensorflow 2.3 may not function with numpy=1.21 ... so you need to downgrade numpy to 1.19.5 ... in this case you will not be able to use sos-notebook but Spyder remains...
hey, conda-forge guys, would you be so nice to catch-up with tensorflow-gpu 2.10 release for windows?!

P.S.
Note that if mamba cannot resolve the dependency chain, it returns a readable summary of package conflicts. It a big contrast to conda, which normally just hangs.

P.P.S.
In past one installed mamba into the base env of conda like

conda config --add channels conda-forge
conda update -n base --all
conda install -n base mamba

but nowadays it is an obsolete way, since conda and mamba do not co-exist well in a shared terrarium. So you should install mamba separately, you can download the latest distributive from the miniforge github page.

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