The following error is on Windows 11
I am getting the following error: AssertionError: Torch not compiled with CUDA enabled. My GPU drivers are up to date as well.
Steps :

I created a new Pytorch environment. For some reason, the command “conda install pytorch torchvision torchaudio cudatoolkit=11.3 -c pytorch” is by default installing cpu only versions. I tried removing this using “conda remove cpuonly” but I have this error:

(PyTorchEnv) C:\Users\P.S.Abhiram>conda remove cpuonly
Collecting package metadata (repodata.json): done
Solving environment: \
The environment is inconsistent, please check the package plan carefully
The following packages are causing the inconsistency:

  - pytorch/win-64::torchaudio==0.10.0=py38_cpu
  - pytorch/win-64::torchvision==0.11.1=py38_cpu
done

PackagesNotFoundError: The following packages are missing from the target environment:
  - cpuonly


I also checked if Anaconda is up to date and it is.
I have run my code using .cuda() and the error is : AssertionError: Torch not compiled with CUDA enabled.
I am also attaching my nvidia smi:

(PyTorchEnv) C:\Users\P.S.Abhiram>nvidia-smi
Mon Oct 25 11:38:08 2021
+-----------------------------------------------------------------------------+
| NVIDIA-SMI 496.13       Driver Version: 496.13       CUDA Version: 11.5     |
|-------------------------------+----------------------+----------------------+
| GPU  Name            TCC/WDDM | Bus-Id        Disp.A | Volatile Uncorr. ECC |
| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |
|                               |                      |               MIG M. |
|===============================+======================+======================|
|   0  NVIDIA GeForce ... WDDM  | 00000000:01:00.0 Off |                  N/A |
| N/A   44C    P8     6W /  N/A |    181MiB /  4096MiB |      0%      Default |
|                               |                      |                  N/A |
+-------------------------------+----------------------+----------------------+

+-----------------------------------------------------------------------------+
| Processes:                                                                  |
|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |
|        ID   ID                                                   Usage      |
|=============================================================================|
|    0   N/A  N/A     18712    C+G   ...IA GeForce Experience.exe    N/A      |
+-----------------------------------------------------------------------------+

Following are the steps taken to create a new environment and the packages that are being downloaded:
(base) C:\Users\P.S.Abhiram>conda activate PyTorchEnv2

(PyTorchEnv2) C:\Users\P.S.Abhiram>conda list
# packages in environment at C:\Users\P.S.Abhiram\anaconda3\envs\PyTorchEnv2:
#
# Name                    Version                   Build  Channel

(PyTorchEnv2) C:\Users\P.S.Abhiram>conda install pytorch torchvision torchaudio cudatoolkit=11.1 -c pytorch
Collecting package metadata (current_repodata.json): done
Solving environment: failed with initial frozen solve. Retrying with flexible solve.
Collecting package metadata (repodata.json): done
Solving environment: failed with initial frozen solve. Retrying with flexible solve.

PackagesNotFoundError: The following packages are not available from current channels:

  - cudatoolkit=11.1

Current channels:

  - https://conda.anaconda.org/pytorch/win-64
  - https://conda.anaconda.org/pytorch/noarch
  - https://repo.anaconda.com/pkgs/main/win-64
  - https://repo.anaconda.com/pkgs/main/noarch
  - https://repo.anaconda.com/pkgs/r/win-64
  - https://repo.anaconda.com/pkgs/r/noarch
  - https://repo.anaconda.com/pkgs/msys2/win-64
  - https://repo.anaconda.com/pkgs/msys2/noarch

To search for alternate channels that may provide the conda package you're
looking for, navigate to

    https://anaconda.org

and use the search bar at the top of the page.



(PyTorchEnv2) C:\Users\P.S.Abhiram>conda install pytorch torchvision torchaudio cudatoolkit=11.3 -c pytorch
Collecting package metadata (current_repodata.json): done
Solving environment: done

## Package Plan ##

  environment location: C:\Users\P.S.Abhiram\anaconda3\envs\PyTorchEnv2

  added / updated specs:
    - cudatoolkit=11.3
    - pytorch
    - torchaudio
    - torchvision


The following packages will be downloaded:

    package                    |            build
    ---------------------------|-----------------
    certifi-2021.10.8          |   py39haa95532_0         152 KB
    mkl-service-2.4.0          |   py39h2bbff1b_0          51 KB
    mkl_fft-1.3.1              |   py39h277e83a_0         139 KB
    mkl_random-1.2.2           |   py39hf11a4ad_0         225 KB
    numpy-1.21.2               |   py39hfca59bb_0          24 KB
    numpy-base-1.21.2          |   py39h0829f74_0         4.4 MB
    pillow-8.4.0               |   py39hd45dc43_0         906 KB
    pip-21.2.4                 |   py39haa95532_0         1.8 MB
    python-3.9.7               |       h6244533_1        16.5 MB
    pytorch-1.10.0             |      py3.9_cpu_0       193.2 MB  pytorch
    setuptools-58.0.4          |   py39haa95532_0         778 KB
    torchaudio-0.10.0          |         py39_cpu         2.1 MB  pytorch
    torchvision-0.11.1         |         py39_cpu         7.2 MB  pytorch
    tzdata-2021a               |       h5d7bf9c_0         111 KB
    wincertstore-0.2           |   py39haa95532_2          15 KB
    ------------------------------------------------------------
                                           Total:       227.5 MB

The following NEW packages will be INSTALLED:

  blas               pkgs/main/win-64::blas-1.0-mkl
  ca-certificates    pkgs/main/win-64::ca-certificates-2021.9.30-haa95532_1
  certifi            pkgs/main/win-64::certifi-2021.10.8-py39haa95532_0
  cpuonly            pytorch/noarch::cpuonly-2.0-0
  cudatoolkit        pkgs/main/win-64::cudatoolkit-11.3.1-h59b6b97_2
  freetype           pkgs/main/win-64::freetype-2.10.4-hd328e21_0
  intel-openmp       pkgs/main/win-64::intel-openmp-2021.3.0-haa95532_3372
  jpeg               pkgs/main/win-64::jpeg-9d-h2bbff1b_0
  libpng             pkgs/main/win-64::libpng-1.6.37-h2a8f88b_0
  libtiff            pkgs/main/win-64::libtiff-4.2.0-hd0e1b90_0
  libuv              pkgs/main/win-64::libuv-1.40.0-he774522_0
  libwebp            pkgs/main/win-64::libwebp-1.2.0-h2bbff1b_0
  lz4-c              pkgs/main/win-64::lz4-c-1.9.3-h2bbff1b_1
  mkl                pkgs/main/win-64::mkl-2021.3.0-haa95532_524
  mkl-service        pkgs/main/win-64::mkl-service-2.4.0-py39h2bbff1b_0
  mkl_fft            pkgs/main/win-64::mkl_fft-1.3.1-py39h277e83a_0
  mkl_random         pkgs/main/win-64::mkl_random-1.2.2-py39hf11a4ad_0
  numpy              pkgs/main/win-64::numpy-1.21.2-py39hfca59bb_0
  numpy-base         pkgs/main/win-64::numpy-base-1.21.2-py39h0829f74_0
  olefile            pkgs/main/noarch::olefile-0.46-pyhd3eb1b0_0
  openssl            pkgs/main/win-64::openssl-1.1.1l-h2bbff1b_0
  pillow             pkgs/main/win-64::pillow-8.4.0-py39hd45dc43_0
  pip                pkgs/main/win-64::pip-21.2.4-py39haa95532_0
  python             pkgs/main/win-64::python-3.9.7-h6244533_1
  pytorch            pytorch/win-64::pytorch-1.10.0-py3.9_cpu_0
  pytorch-mutex      pytorch/noarch::pytorch-mutex-1.0-cpu
  setuptools         pkgs/main/win-64::setuptools-58.0.4-py39haa95532_0
  six                pkgs/main/noarch::six-1.16.0-pyhd3eb1b0_0
  sqlite             pkgs/main/win-64::sqlite-3.36.0-h2bbff1b_0
  tk                 pkgs/main/win-64::tk-8.6.11-h2bbff1b_0
  torchaudio         pytorch/win-64::torchaudio-0.10.0-py39_cpu
  torchvision        pytorch/win-64::torchvision-0.11.1-py39_cpu
  typing_extensions  pkgs/main/noarch::typing_extensions-3.10.0.2-pyh06a4308_0
  tzdata             pkgs/main/noarch::tzdata-2021a-h5d7bf9c_0
  vc                 pkgs/main/win-64::vc-14.2-h21ff451_1
  vs2015_runtime     pkgs/main/win-64::vs2015_runtime-14.27.29016-h5e58377_2
  wheel              pkgs/main/noarch::wheel-0.37.0-pyhd3eb1b0_1
  wincertstore       pkgs/main/win-64::wincertstore-0.2-py39haa95532_2
  xz                 pkgs/main/win-64::xz-5.2.5-h62dcd97_0
  zlib               pkgs/main/win-64::zlib-1.2.11-h62dcd97_4
  zstd               pkgs/main/win-64::zstd-1.4.9-h19a0ad4_0