WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions

Hello, I understand there are a few similar questions being asked and I also understand the reasons behind that is rather complicated as it depends on the platform we are running. But here is my situation:

[1] I really want to my code to use faster implementation
[2] I followed the exact same installation instructions using mamba
[3] I didn’t have this issue when tested on my Mac, but now it pops up on our HPC cluster (Linux)

My mamba environment and my OS are like below, I am just hoping to know, which package I need to update. Or how I can change the environment variable to make it work? Much appreciated!

# packages in environment at /data/salomonis2/LabFiles/Frank-Li/neoantigen/revision/ts/bayesian/pymc5_mamba_env:
#
# Name                    Version                   Build  Channel
_libgcc_mutex             0.1                 conda_forge    conda-forge
_openmp_mutex             4.5                  2_kmp_llvm    conda-forge
alsa-lib                  1.2.8                h166bdaf_0    conda-forge
anndata                   0.8.0              pyhd8ed1ab_1    conda-forge
appdirs                   1.4.4              pyh9f0ad1d_0    conda-forge
arviz                     0.14.0             pyhd8ed1ab_0    conda-forge
attr                      2.5.1                h166bdaf_1    conda-forge
binutils                  2.39                 hdd6e379_1    conda-forge
binutils_impl_linux-64    2.39                 he00db2b_1    conda-forge
binutils_linux-64         2.39                h5fc0e48_11    conda-forge
blas                      2.116                  openblas    conda-forge
blas-devel                3.9.0           16_linux64_openblas    conda-forge
brotli                    1.0.9                h166bdaf_8    conda-forge
brotli-bin                1.0.9                h166bdaf_8    conda-forge
brotlipy                  0.7.0           py311hd4cff14_1005    conda-forge
bzip2                     1.0.8                h7f98852_4    conda-forge
c-ares                    1.18.1               h7f98852_0    conda-forge
c-compiler                1.5.2                h0b41bf4_0    conda-forge
ca-certificates           2022.12.7            ha878542_0    conda-forge
cached-property           1.5.2                hd8ed1ab_1    conda-forge
cached_property           1.5.2              pyha770c72_1    conda-forge
cachetools                5.2.1              pyhd8ed1ab_0    conda-forge
certifi                   2022.12.7          pyhd8ed1ab_0    conda-forge
cffi                      1.15.1          py311h409f033_3    conda-forge
cftime                    1.6.2           py311h4c7f6c3_1    conda-forge
charset-normalizer        2.1.1              pyhd8ed1ab_0    conda-forge
cloudpickle               2.2.1              pyhd8ed1ab_0    conda-forge
colorama                  0.4.6              pyhd8ed1ab_0    conda-forge
cons                      0.4.5              pyhd8ed1ab_0    conda-forge
contourpy                 1.0.7           py311ha3edf6b_0    conda-forge
cryptography              39.0.0          py311h9b4c7bb_0    conda-forge
curl                      7.87.0               hdc1c0ab_0    conda-forge
cxx-compiler              1.5.2                hf52228f_0    conda-forge
cycler                    0.11.0             pyhd8ed1ab_0    conda-forge
dbus                      1.13.6               h5008d03_3    conda-forge
etuples                   0.3.8              pyhd8ed1ab_0    conda-forge
expat                     2.5.0                h27087fc_0    conda-forge
fastprogress              1.0.3              pyhd8ed1ab_0    conda-forge
fftw                      3.3.10          nompi_hf0379b8_106    conda-forge
filelock                  3.9.0              pyhd8ed1ab_0    conda-forge
font-ttf-dejavu-sans-mono 2.37                 hab24e00_0    conda-forge
font-ttf-inconsolata      3.000                h77eed37_0    conda-forge
font-ttf-source-code-pro  2.038                h77eed37_0    conda-forge
font-ttf-ubuntu           0.83                 hab24e00_0    conda-forge
fontconfig                2.14.1               hc2a2eb6_0    conda-forge
fonts-conda-ecosystem     1                             0    conda-forge
fonts-conda-forge         1                             0    conda-forge
fonttools                 4.38.0          py311hd4cff14_1    conda-forge
freetype                  2.12.1               hca18f0e_1    conda-forge
gcc                       11.3.0              h02d0930_11    conda-forge
gcc_impl_linux-64         11.3.0              hab1b70f_19    conda-forge
gcc_linux-64              11.3.0              he6f903b_11    conda-forge
gettext                   0.21.1               h27087fc_0    conda-forge
glib                      2.74.1               h6239696_1    conda-forge
glib-tools                2.74.1               h6239696_1    conda-forge
gst-plugins-base          1.21.3               h4243ec0_1    conda-forge
gstreamer                 1.21.3               h25f0c4b_1    conda-forge
gstreamer-orc             0.4.33               h166bdaf_0    conda-forge
gxx                       11.3.0              h02d0930_11    conda-forge
gxx_impl_linux-64         11.3.0              hab1b70f_19    conda-forge
gxx_linux-64              11.3.0              hc203a17_11    conda-forge
h5py                      3.7.0           nompi_py311hbe7f6d8_102    conda-forge
hdf4                      4.2.15               h9772cbc_5    conda-forge
hdf5                      1.12.2          nompi_h4df4325_101    conda-forge
icu                       70.1                 h27087fc_0    conda-forge
idna                      3.4                pyhd8ed1ab_0    conda-forge
importlib-metadata        6.0.0              pyha770c72_0    conda-forge
importlib_metadata        6.0.0                hd8ed1ab_0    conda-forge
jack                      1.9.21               h583fa2b_2    conda-forge
jpeg                      9e                   h166bdaf_2    conda-forge
kernel-headers_linux-64   2.6.32              he073ed8_15    conda-forge
keyutils                  1.6.1                h166bdaf_0    conda-forge
kiwisolver                1.4.4           py311h4dd048b_1    conda-forge
krb5                      1.20.1               h81ceb04_0    conda-forge
lame                      3.100             h166bdaf_1003    conda-forge
lcms2                     2.14                 hfd0df8a_1    conda-forge
ld_impl_linux-64          2.39                 hcc3a1bd_1    conda-forge
lerc                      4.0.0                h27087fc_0    conda-forge
libaec                    1.0.6                hcb278e6_1    conda-forge
libblas                   3.9.0           16_linux64_openblas    conda-forge
libbrotlicommon           1.0.9                h166bdaf_8    conda-forge
libbrotlidec              1.0.9                h166bdaf_8    conda-forge
libbrotlienc              1.0.9                h166bdaf_8    conda-forge
libcap                    2.66                 ha37c62d_0    conda-forge
libcblas                  3.9.0           16_linux64_openblas    conda-forge
libclang                  15.0.7          default_had23c3d_0    conda-forge
libclang13                15.0.7          default_h3e3d535_0    conda-forge
libcups                   2.3.3                h36d4200_3    conda-forge
libcurl                   7.87.0               hdc1c0ab_0    conda-forge
libdb                     6.2.32               h9c3ff4c_0    conda-forge
libdeflate                1.17                 h0b41bf4_0    conda-forge
libedit                   3.1.20191231         he28a2e2_2    conda-forge
libev                     4.33                 h516909a_1    conda-forge
libevent                  2.1.10               h28343ad_4    conda-forge
libffi                    3.4.2                h7f98852_5    conda-forge
libflac                   1.4.2                h27087fc_0    conda-forge
libgcc-devel_linux-64     11.3.0              h210ce93_19    conda-forge
libgcc-ng                 12.2.0              h65d4601_19    conda-forge
libgcrypt                 1.10.1               h166bdaf_0    conda-forge
libgfortran-ng            12.2.0              h69a702a_19    conda-forge
libgfortran5              12.2.0              h337968e_19    conda-forge
libglib                   2.74.1               h606061b_1    conda-forge
libgomp                   12.2.0              h65d4601_19    conda-forge
libgpg-error              1.46                 h620e276_0    conda-forge
libhwloc                  2.8.0                h32351e8_1    conda-forge
libiconv                  1.17                 h166bdaf_0    conda-forge
libjpeg-turbo             2.1.4                h166bdaf_0    conda-forge
liblapack                 3.9.0           16_linux64_openblas    conda-forge
liblapacke                3.9.0           16_linux64_openblas    conda-forge
libllvm15                 15.0.7               hadd5161_0    conda-forge
libnetcdf                 4.8.1           nompi_h261ec11_106    conda-forge
libnghttp2                1.51.0               hff17c54_0    conda-forge
libnsl                    2.0.0                h7f98852_0    conda-forge
libogg                    1.3.4                h7f98852_1    conda-forge
libopenblas               0.3.21          pthreads_h78a6416_3    conda-forge
libopus                   1.3.1                h7f98852_1    conda-forge
libpng                    1.6.39               h753d276_0    conda-forge
libpq                     15.1                 hb675445_3    conda-forge
libsanitizer              11.3.0              h239ccf8_19    conda-forge
libsndfile                1.2.0                hb75c966_0    conda-forge
libsqlite                 3.40.0               h753d276_0    conda-forge
libssh2                   1.10.0               hf14f497_3    conda-forge
libstdcxx-devel_linux-64  11.3.0              h210ce93_19    conda-forge
libstdcxx-ng              12.2.0              h46fd767_19    conda-forge
libsystemd0               252                  h2a991cd_0    conda-forge
libtiff                   4.5.0                h6adf6a1_2    conda-forge
libtool                   2.4.7                h27087fc_0    conda-forge
libudev1                  252                  h166bdaf_0    conda-forge
libuuid                   2.32.1            h7f98852_1000    conda-forge
libvorbis                 1.3.7                h9c3ff4c_0    conda-forge
libwebp-base              1.2.4                h166bdaf_0    conda-forge
libxcb                    1.13              h7f98852_1004    conda-forge
libxkbcommon              1.0.3                he3ba5ed_0    conda-forge
libxml2                   2.10.3               h7463322_0    conda-forge
libzip                    1.9.2                hc929e4a_1    conda-forge
libzlib                   1.2.13               h166bdaf_4    conda-forge
llvm-openmp               15.0.7               h0cdce71_0    conda-forge
logical-unification       0.4.5              pyhd8ed1ab_0    conda-forge
lz4-c                     1.9.3                h9c3ff4c_1    conda-forge
matplotlib                3.6.3           py311h38be061_0    conda-forge
matplotlib-base           3.6.3           py311h8597a09_0    conda-forge
minikanren                1.0.3              pyhd8ed1ab_0    conda-forge
mkl                       2022.2.1         h84fe81f_16997    conda-forge
mkl-service               2.4.0           py311hb711fc7_0    conda-forge
mpg123                    1.31.2               hcb278e6_0    conda-forge
multipledispatch          0.6.0                      py_0    conda-forge
munkres                   1.1.4              pyh9f0ad1d_0    conda-forge
mysql-common              8.0.32               ha901b37_0    conda-forge
mysql-libs                8.0.32               hd7da12d_0    conda-forge
natsort                   8.2.0              pyhd8ed1ab_0    conda-forge
ncurses                   6.3                  h27087fc_1    conda-forge
netcdf4                   1.6.2           nompi_py311hc6fcf29_100    conda-forge
nspr                      4.35                 h27087fc_0    conda-forge
nss                       3.82                 he02c5a1_0    conda-forge
numpy                     1.24.1          py311hbde0eaa_0    conda-forge
openblas                  0.3.21          pthreads_h320a7e8_3    conda-forge
openjpeg                  2.5.0                hfec8fc6_2    conda-forge
openssl                   3.0.7                h0b41bf4_1    conda-forge
packaging                 23.0               pyhd8ed1ab_0    conda-forge
pandas                    1.5.3           py311h2872171_0    conda-forge
patsy                     0.5.3              pyhd8ed1ab_0    conda-forge
pcre2                     10.40                hc3806b6_0    conda-forge
pillow                    9.4.0           py311h104bd61_0    conda-forge
pip                       22.3.1             pyhd8ed1ab_0    conda-forge
ply                       3.11                       py_1    conda-forge
pooch                     1.6.0              pyhd8ed1ab_0    conda-forge
pthread-stubs             0.4               h36c2ea0_1001    conda-forge
pulseaudio                16.1                 ha8d29e2_1    conda-forge
pycparser                 2.21               pyhd8ed1ab_0    conda-forge
pymc                      5.0.2                hd8ed1ab_0    conda-forge
pymc-base                 5.0.2              pyhd8ed1ab_0    conda-forge
pyopenssl                 23.0.0             pyhd8ed1ab_0    conda-forge
pyparsing                 3.0.9              pyhd8ed1ab_0    conda-forge
pyqt                      5.15.7          py311h3408d8f_2    conda-forge
pyqt5-sip                 12.11.0         py311ha362b79_2    conda-forge
pysocks                   1.7.1              pyha2e5f31_6    conda-forge
pytensor                  2.9.1           py311hcafe171_0    conda-forge
pytensor-base             2.9.1           py311hcafe171_0    conda-forge
python                    3.11.0          he550d4f_1_cpython    conda-forge
python-dateutil           2.8.2              pyhd8ed1ab_0    conda-forge
python_abi                3.11                    3_cp311    conda-forge
pytz                      2022.7.1           pyhd8ed1ab_0    conda-forge
qt-main                   5.15.6               hf6cd601_5    conda-forge
readline                  8.1.2                h0f457ee_0    conda-forge
requests                  2.28.2             pyhd8ed1ab_0    conda-forge
scipy                     1.10.0          py311h8e6699e_0    conda-forge
seaborn                   0.12.2               hd8ed1ab_0    conda-forge
seaborn-base              0.12.2             pyhd8ed1ab_0    conda-forge
setuptools                66.0.0             pyhd8ed1ab_0    conda-forge
sip                       6.7.5           py311ha362b79_0    conda-forge
six                       1.16.0             pyh6c4a22f_0    conda-forge
statsmodels               0.13.5          py311h4c7f6c3_2    conda-forge
sysroot_linux-64          2.12                he073ed8_15    conda-forge
tbb                       2021.7.0             h924138e_1    conda-forge
tk                        8.6.12               h27826a3_0    conda-forge
toml                      0.10.2             pyhd8ed1ab_0    conda-forge
toolz                     0.12.0             pyhd8ed1ab_0    conda-forge
tornado                   6.2             py311hd4cff14_1    conda-forge
tqdm                      4.64.1             pyhd8ed1ab_0    conda-forge
typing-extensions         4.4.0                hd8ed1ab_0    conda-forge
typing_extensions         4.4.0              pyha770c72_0    conda-forge
tzdata                    2022g                h191b570_0    conda-forge
urllib3                   1.26.14            pyhd8ed1ab_0    conda-forge
wheel                     0.38.4             pyhd8ed1ab_0    conda-forge
xarray                    2023.1.0           pyhd8ed1ab_0    conda-forge
xarray-einstats           0.5.0              pyhd8ed1ab_0    conda-forge
xcb-util                  0.4.0                h516909a_0    conda-forge
xcb-util-image            0.4.0                h166bdaf_0    conda-forge
xcb-util-keysyms          0.4.0                h516909a_0    conda-forge
xcb-util-renderutil       0.3.9                h166bdaf_0    conda-forge
xcb-util-wm               0.4.1                h516909a_0    conda-forge
xorg-libxau               1.0.9                h7f98852_0    conda-forge
xorg-libxdmcp             1.1.3                h7f98852_0    conda-forge
xz                        5.2.6                h166bdaf_0    conda-forge
zipp                      3.11.0             pyhd8ed1ab_0    conda-forge
zlib                      1.2.13               h166bdaf_4    conda-forge
zstd                      1.5.2                h3eb15da_5    conda-forge

And my OS system:

NAME="CentOS Linux"
VERSION="7 (Core)"
ID="centos"
ID_LIKE="rhel fedora"
VERSION_ID="7"
PRETTY_NAME="CentOS Linux 7 (Core)"
ANSI_COLOR="0;31"
CPE_NAME="cpe:/o:centos:centos:7"
HOME_URL="https://www.centos.org/"
BUG_REPORT_URL="https://bugs.centos.org/"

CENTOS_MANTISBT_PROJECT="CentOS-7"
CENTOS_MANTISBT_PROJECT_VERSION="7"
REDHAT_SUPPORT_PRODUCT="centos"
REDHAT_SUPPORT_PRODUCT_VERSION="7"

Possibly a question @maresb might have some insight on?