Numba and pyccl incompatibility bug (has implications for other cosmology codes)

[NiallJeffrey]

Test script:

import numpy as np
import numba

@numba.njit(parallel=True)
def prange_test(A):
    s = 0
    for i in numba.prange(A.shape[0]):
        s += A[i]
    return s

prange_test(np.ones(5))

z = np.linspace(0.0, 1.0, 101)
nz = np.exp(-(z - 0.5)**2 / (0.1)**2 / 2)

import pyccl
cosmo = pyccl.Cosmology(sigma8=0.8, Omega_c=0.25, Omega_b=0.05, h=0.7, n_s=0.96)
tr = pyccl.WeakLensingTracer(cosmo, dndz=(z, nz))

Error:
libgomp: libgomp: Thread creation failed: Resource temporarily unavailable

Here's my environment, but I don't think it matters. I think this is a Linux problem generally.

# packages in environment at /global/homes/u/ucapnje/.conda/envs/heracles_env:
#
# Name                    Version                   Build  Channel
_libgcc_mutex             0.1                 conda_forge    conda-forge
_openmp_mutex             4.5                       2_gnu    conda-forge
anyio                     4.8.0              pyhd8ed1ab_0    conda-forge
argon2-cffi               23.1.0             pyhd8ed1ab_1    conda-forge
argon2-cffi-bindings      21.2.0          py313h536fd9c_5    conda-forge
arrow                     1.3.0              pyhd8ed1ab_1    conda-forge
astropy-base              7.0.1           py313h607aa3e_0    conda-forge
astropy-iers-data         0.2025.2.24.0.34.4    pyhd8ed1ab_0    conda-forge
asttokens                 3.0.0              pyhd8ed1ab_1    conda-forge
async-lru                 2.0.4              pyhd8ed1ab_1    conda-forge
attrs                     25.1.0             pyh71513ae_0    conda-forge
babel                     2.17.0             pyhd8ed1ab_0    conda-forge
beautifulsoup4            4.13.3             pyha770c72_0    conda-forge
binutils_impl_linux-64    2.43                 h4bf12b8_4    conda-forge
binutils_linux-64         2.43                 h4852527_4    conda-forge
bleach                    6.2.0              pyh29332c3_4    conda-forge
bleach-with-css           6.2.0                h82add2a_4    conda-forge
brotli                    1.1.0                hb9d3cd8_2    conda-forge
brotli-bin                1.1.0                hb9d3cd8_2    conda-forge
brotli-python             1.1.0           py313h46c70d0_2    conda-forge
bzip2                     1.0.8                h4bc722e_7    conda-forge
c-ares                    1.34.4               hb9d3cd8_0    conda-forge
ca-certificates           2025.1.31            hbcca054_0    conda-forge
cached-property           1.5.2                hd8ed1ab_1    conda-forge
cached_property           1.5.2              pyha770c72_1    conda-forge
camb                      1.5.9           py313h6f751f4_0    conda-forge
certifi                   2025.1.31          pyhd8ed1ab_0    conda-forge
cffi                      1.17.1          py313hfab6e84_0    conda-forge
cfitsio                   4.5.0                h44b4e7a_0    conda-forge
charset-normalizer        3.4.1              pyhd8ed1ab_0    conda-forge
comm                      0.2.2              pyhd8ed1ab_1    conda-forge
contourpy                 1.3.1           py313h33d0bda_0    conda-forge
convolvecl                2022.5.10                pypi_0    pypi
coroutines                0.3.0                    pypi_0    pypi
cpython                   3.13.2          py313hd8ed1ab_101    conda-forge
cycler                    0.12.1             pyhd8ed1ab_1    conda-forge
debugpy                   1.8.12          py313h46c70d0_0    conda-forge
decorator                 5.2.1              pyhd8ed1ab_0    conda-forge
defusedxml                0.7.1              pyhd8ed1ab_0    conda-forge
exceptiongroup            1.2.2              pyhd8ed1ab_1    conda-forge
executing                 2.1.0              pyhd8ed1ab_1    conda-forge
fast-pt                   3.2                pyhff2d567_0    conda-forge
fftw                      3.3.10          nompi_hf1063bd_110    conda-forge
fitsio                    1.2.5           py313h84c9029_0    conda-forge
fonttools                 4.56.0          py313h8060acc_0    conda-forge
fqdn                      1.5.1              pyhd8ed1ab_1    conda-forge
freetype                  2.12.1               h267a509_2    conda-forge
gcc_impl_linux-64         13.3.0               h1e990d8_2    conda-forge
gcc_linux-64              13.3.0               hc28eda2_7    conda-forge
gfortran_impl_linux-64    13.3.0               h84c1745_2    conda-forge
gfortran_linux-64         13.3.0               hb919d3a_7    conda-forge
gmp                       6.3.0                hac33072_2    conda-forge
gmpy2                     2.1.5           py313h11186cd_3    conda-forge
gsl                       2.7                  he838d99_0    conda-forge
h11                       0.14.0             pyhd8ed1ab_1    conda-forge
h2                        4.2.0              pyhd8ed1ab_0    conda-forge
healpy                    1.18.0          py313hc4c6f51_2    conda-forge
heracles                  24.1.2.dev12+ga1b4627          pypi_0    pypi
hpack                     4.1.0              pyhd8ed1ab_0    conda-forge
httpcore                  1.0.7              pyh29332c3_1    conda-forge
httpx                     0.28.1             pyhd8ed1ab_0    conda-forge
hyperframe                6.1.0              pyhd8ed1ab_0    conda-forge
icu                       75.1                 he02047a_0    conda-forge
idna                      3.10               pyhd8ed1ab_1    conda-forge
importlib-metadata        8.6.1              pyha770c72_0    conda-forge
importlib_resources       6.5.2              pyhd8ed1ab_0    conda-forge
ipykernel                 6.29.5             pyh3099207_0    conda-forge
ipython                   8.32.0             pyh907856f_0    conda-forge
ipywidgets                8.1.5              pyhd8ed1ab_1    conda-forge
isoduration               20.11.0            pyhd8ed1ab_1    conda-forge
jedi                      0.19.2             pyhd8ed1ab_1    conda-forge
jinja2                    3.1.5              pyhd8ed1ab_0    conda-forge
json5                     0.10.0             pyhd8ed1ab_1    conda-forge
jsonpointer               3.0.0           py313h78bf25f_1    conda-forge
jsonschema                4.23.0             pyhd8ed1ab_1    conda-forge
jsonschema-specifications 2024.10.1          pyhd8ed1ab_1    conda-forge
jsonschema-with-format-nongpl 4.23.0               hd8ed1ab_1    conda-forge
jupyter                   1.1.1              pyhd8ed1ab_1    conda-forge
jupyter-lsp               2.2.5              pyhd8ed1ab_1    conda-forge
jupyter_client            8.6.3              pyhd8ed1ab_1    conda-forge
jupyter_console           6.6.3              pyhd8ed1ab_1    conda-forge
jupyter_core              5.7.2              pyh31011fe_1    conda-forge
jupyter_events            0.12.0             pyh29332c3_0    conda-forge
jupyter_server            2.15.0             pyhd8ed1ab_0    conda-forge
jupyter_server_terminals  0.5.3              pyhd8ed1ab_1    conda-forge
jupyterlab                4.3.5              pyhd8ed1ab_0    conda-forge
jupyterlab_pygments       0.3.0              pyhd8ed1ab_2    conda-forge
jupyterlab_server         2.27.3             pyhd8ed1ab_1    conda-forge
jupyterlab_widgets        3.0.13             pyhd8ed1ab_1    conda-forge
kernel-headers_linux-64   3.10.0              he073ed8_18    conda-forge
keyutils                  1.6.1                h166bdaf_0    conda-forge
kiwisolver                1.4.7           py313h33d0bda_0    conda-forge
krb5                      1.21.3               h659f571_0    conda-forge
lcms2                     2.17                 h717163a_0    conda-forge
ld_impl_linux-64          2.43                 h712a8e2_4    conda-forge
lerc                      4.0.0                h27087fc_0    conda-forge
libblas                   3.9.0           31_h59b9bed_openblas    conda-forge
libbrotlicommon           1.1.0                hb9d3cd8_2    conda-forge
libbrotlidec              1.1.0                hb9d3cd8_2    conda-forge
libbrotlienc              1.1.0                hb9d3cd8_2    conda-forge
libcblas                  3.9.0           31_he106b2a_openblas    conda-forge
libcurl                   8.12.1               h332b0f4_0    conda-forge
libdeflate                1.23                 h4ddbbb0_0    conda-forge
libedit                   3.1.20250104    pl5321h7949ede_0    conda-forge
libev                     4.33                 hd590300_2    conda-forge
libexpat                  2.6.4                h5888daf_0    conda-forge
libffi                    3.4.6                h2dba641_0    conda-forge
libgcc                    14.2.0               h767d61c_2    conda-forge
libgcc-devel_linux-64     13.3.0             hc03c837_102    conda-forge
libgcc-ng                 14.2.0               h69a702a_2    conda-forge
libgfortran               14.2.0               h69a702a_2    conda-forge
libgfortran-ng            14.2.0               h69a702a_2    conda-forge
libgfortran5              14.2.0               hf1ad2bd_2    conda-forge
libgomp                   14.2.0               h767d61c_2    conda-forge
libiconv                  1.18                 h4ce23a2_1    conda-forge
libjpeg-turbo             3.0.0                hd590300_1    conda-forge
liblapack                 3.9.0           31_h7ac8fdf_openblas    conda-forge
libllvm15                 15.0.7               ha7bfdaf_5    conda-forge
liblzma                   5.6.4                hb9d3cd8_0    conda-forge
libmpdec                  4.0.0                h4bc722e_0    conda-forge
libnghttp2                1.64.0               h161d5f1_0    conda-forge
libopenblas               0.3.29          pthreads_h94d23a6_0    conda-forge
libpng                    1.6.47               h943b412_0    conda-forge
libsanitizer              13.3.0               he8ea267_2    conda-forge
libsodium                 1.0.20               h4ab18f5_0    conda-forge
libsqlite                 3.49.1               hee588c1_1    conda-forge
libssh2                   1.11.1               hf672d98_0    conda-forge
libstdcxx                 14.2.0               h8f9b012_2    conda-forge
libstdcxx-ng              14.2.0               h4852527_2    conda-forge
libtiff                   4.7.0                hd9ff511_3    conda-forge
libuuid                   2.38.1               h0b41bf4_0    conda-forge
libwebp-base              1.5.0                h851e524_0    conda-forge
libxcb                    1.17.0               h8a09558_0    conda-forge
libxml2                   2.13.6               h8d12d68_0    conda-forge
libzlib                   1.3.1                hb9d3cd8_2    conda-forge
llvmlite                  0.44.0          py313h1b76d92_0    conda-forge
markupsafe                3.0.2           py313h8060acc_1    conda-forge
matplotlib-base           3.10.0          py313h129903b_0    conda-forge
matplotlib-inline         0.1.7              pyhd8ed1ab_1    conda-forge
mistune                   3.1.2              pyhd8ed1ab_0    conda-forge
mpc                       1.3.1                h24ddda3_1    conda-forge
mpfr                      4.2.1                h90cbb55_3    conda-forge
mpmath                    1.3.0              pyhd8ed1ab_1    conda-forge
munkres                   1.1.4              pyh9f0ad1d_0    conda-forge
nbclient                  0.10.2             pyhd8ed1ab_0    conda-forge
nbconvert-core            7.16.6             pyh29332c3_0    conda-forge
nbformat                  5.10.4             pyhd8ed1ab_1    conda-forge
ncurses                   6.5                  h2d0b736_3    conda-forge
nest-asyncio              1.6.0              pyhd8ed1ab_1    conda-forge
notebook                  7.3.2              pyhd8ed1ab_0    conda-forge
notebook-shim             0.2.4              pyhd8ed1ab_1    conda-forge
numba                     0.61.0          py313h0b724e9_1    conda-forge
numpy                     2.1.3           py313h4bf6692_0    conda-forge
openjpeg                  2.5.3                h5fbd93e_0    conda-forge
openssl                   3.4.1                h7b32b05_0    conda-forge
overrides                 7.7.0              pyhd8ed1ab_1    conda-forge
packaging                 24.2               pyhd8ed1ab_2    conda-forge
pandocfilters             1.5.0              pyhd8ed1ab_0    conda-forge
parso                     0.8.4              pyhd8ed1ab_1    conda-forge
pexpect                   4.9.0              pyhd8ed1ab_1    conda-forge
pickleshare               0.7.5           pyhd8ed1ab_1004    conda-forge
pillow                    11.1.0          py313h8db990d_0    conda-forge
pip                       25.0.1             pyh145f28c_0    conda-forge
pkgutil-resolve-name      1.3.10             pyhd8ed1ab_2    conda-forge
platformdirs              4.3.6              pyhd8ed1ab_1    conda-forge
prometheus_client         0.21.1             pyhd8ed1ab_0    conda-forge
prompt-toolkit            3.0.50             pyha770c72_0    conda-forge
prompt_toolkit            3.0.50               hd8ed1ab_0    conda-forge
psutil                    6.1.1           py313h536fd9c_0    conda-forge
pthread-stubs             0.4               hb9d3cd8_1002    conda-forge
ptyprocess                0.7.0              pyhd8ed1ab_1    conda-forge
pure_eval                 0.2.3              pyhd8ed1ab_1    conda-forge
pyccl                     3.2             py313h95c9b50_0    conda-forge
pycparser                 2.22               pyh29332c3_1    conda-forge
pyerfa                    2.0.1.5         py313ha014f3b_0    conda-forge
pygments                  2.19.1             pyhd8ed1ab_0    conda-forge
pyparsing                 3.2.1              pyhd8ed1ab_0    conda-forge
pysocks                   1.7.1              pyha55dd90_7    conda-forge
python                    3.13.2          hf636f53_101_cp313    conda-forge
python-dateutil           2.9.0.post0        pyhff2d567_1    conda-forge
python-fastjsonschema     2.21.1             pyhd8ed1ab_0    conda-forge
python-json-logger        2.0.7              pyhd8ed1ab_0    conda-forge
python_abi                3.13                    5_cp313    conda-forge
pytz                      2025.1             pyhd8ed1ab_0    conda-forge
pyyaml                    6.0.2           py313h8060acc_2    conda-forge
pyzmq                     26.2.1          py313h8e95178_0    conda-forge
qhull                     2020.2               h434a139_5    conda-forge
readline                  8.2                  h8c095d6_2    conda-forge
referencing               0.36.2             pyh29332c3_0    conda-forge
requests                  2.32.3             pyhd8ed1ab_1    conda-forge
rfc3339-validator         0.1.4              pyhd8ed1ab_1    conda-forge
rfc3986-validator         0.1.1              pyh9f0ad1d_0    conda-forge
rpds-py                   0.23.1          py313h6071e0b_0    conda-forge
scipy                     1.15.2          py313h86fcf2b_0    conda-forge
send2trash                1.8.3              pyh0d859eb_1    conda-forge
setuptools                75.8.0             pyhff2d567_0    conda-forge
six                       1.17.0             pyhd8ed1ab_0    conda-forge
sniffio                   1.3.1              pyhd8ed1ab_1    conda-forge
soupsieve                 2.5                pyhd8ed1ab_1    conda-forge
stack_data                0.6.3              pyhd8ed1ab_1    conda-forge
sympy                     1.13.3           pyh2585a3b_105    conda-forge
sysroot_linux-64          2.17                h0157908_18    conda-forge
terminado                 0.18.1             pyh0d859eb_0    conda-forge
threej                    2022.4.1                 pypi_0    pypi
tinycss2                  1.4.0              pyhd8ed1ab_0    conda-forge
tk                        8.6.13          noxft_h4845f30_101    conda-forge
tomli                     2.2.1              pyhd8ed1ab_1    conda-forge
tornado                   6.4.2           py313h536fd9c_0    conda-forge
traitlets                 5.14.3             pyhd8ed1ab_1    conda-forge
types-python-dateutil     2.9.0.20241206     pyhd8ed1ab_0    conda-forge
typing-extensions         4.12.2               hd8ed1ab_1    conda-forge
typing_extensions         4.12.2             pyha770c72_1    conda-forge
typing_utils              0.1.0              pyhd8ed1ab_1    conda-forge
tzdata                    2025a                h78e105d_0    conda-forge
uri-template              1.3.0              pyhd8ed1ab_1    conda-forge
urllib3                   2.2.2              pyhd8ed1ab_0    conda-forge
wcwidth                   0.2.13             pyhd8ed1ab_1    conda-forge
webcolors                 24.11.1            pyhd8ed1ab_0    conda-forge
webencodings              0.5.1              pyhd8ed1ab_3    conda-forge
websocket-client          1.8.0              pyhd8ed1ab_1    conda-forge
widgetsnbextension        4.0.13             pyhd8ed1ab_1    conda-forge
xorg-libxau               1.0.12               hb9d3cd8_0    conda-forge
xorg-libxdmcp             1.1.5                hb9d3cd8_0    conda-forge
yaml                      0.2.5                h7f98852_2    conda-forge
zeromq                    4.3.5                h3b0a872_7    conda-forge
zipp                      3.21.0             pyhd8ed1ab_1    conda-forge
zstd                      1.5.7                hb8e6e7a_1    conda-forge
(heracles_env) ucapnje@login28:/global/u2/u/ucapnje> 

[damonge]

Hmm, not sure how the fact that CCL is openmp-parallelised at the C level interacts with Numba in general...

In general I tend to just rely on CCL's own parallelisation, but I'm guessing this may not be ideal for some applications.

[DhayaaAnbajagane]

Oh interesting! The BaryonForge codebase does use pyccl alongside numba routines for all the sim work, and I hadn't run into this issue. I have a similar (but not the exact same) stack as Niall. My pyccl is still on 3.1.2 (not 3.2) and numba is on 0.60 (not 0.61)

Edit: Oh and probably vitally, my numba install comes from pypi not conda-forge.

Copying env package list below if helpful for you @damonge :

# packages in environment at /home/dhaya/miniconda3/envs/pyccl3:
#
# Name                    Version                   Build  Channel
_libgcc_mutex             0.1                 conda_forge    conda-forge
_openmp_mutex             4.5                       2_gnu    conda-forge
_sysroot_linux-64_curr_repodata_hack 3                   h69a702a_16    conda-forge
astropy                   6.1.3           py311h9f3472d_1    conda-forge
astropy-iers-data         0.2024.9.2.0.33.23    pyhd8ed1ab_0    conda-forge
asttokens                 2.4.1              pyhd8ed1ab_0    conda-forge
baryonforge               1.0.0                    pypi_0    pypi
binutils_impl_linux-64    2.40                 ha1999f0_7    conda-forge
binutils_linux-64         2.40                 hb3c18ed_2    conda-forge
blas                      1.0                    openblas    conda-forge
blosc2                    2.7.1                    pypi_0    pypi
bottleneck                1.3.7           py311hf4808d0_0
brotli                    1.1.0                hb9d3cd8_2    conda-forge
brotli-bin                1.1.0                hb9d3cd8_2    conda-forge
build                     1.2.2.post1              pypi_0    pypi
bzip2                     1.0.8                h4bc722e_7    conda-forge
c-ares                    1.33.1               heb4867d_0    conda-forge
ca-certificates           2024.11.26           h06a4308_0
camb                      1.5.8           py311hcc61034_1    conda-forge
certifi                   2024.12.14      py311h06a4308_0
cfitsio                   4.4.1                hf8ad068_0    conda-forge
charset-normalizer        3.4.0                    pypi_0    pypi
colorama                  0.4.6              pyhd8ed1ab_0    conda-forge
colossus                  1.3.6                    pypi_0    pypi
comm                      0.2.2              pyhd8ed1ab_0    conda-forge
contourpy                 1.3.0           py311hd18a35c_1    conda-forge
cycler                    0.12.1             pyhd8ed1ab_0    conda-forge
debugpy                   1.8.5           py311hfdbb021_1    conda-forge
decorator                 5.1.1              pyhd8ed1ab_0    conda-forge
exceptiongroup            1.2.2              pyhd8ed1ab_0    conda-forge
executing                 2.1.0              pyhd8ed1ab_0    conda-forge
f90wrap                   0.2.16                   pypi_0    pypi
fast-pt                   3.1.1              pyhd8ed1ab_0    conda-forge
fftw                      3.3.10          nompi_hf1063bd_110    conda-forge
fonttools                 4.53.1          py311h9ecbd09_1    conda-forge
freetype                  2.12.1               h267a509_2    conda-forge
gcc_impl_linux-64         13.3.0               hfea6d02_1    conda-forge
gcc_linux-64              13.3.0               hc28eda2_2    conda-forge
gfortran_impl_linux-64    13.3.0               h10434e7_1    conda-forge
gfortran_linux-64         13.3.0               hb919d3a_2    conda-forge
gmp                       6.3.0                hac33072_2    conda-forge
gmpy2                     2.1.5           py311h0f6cedb_2    conda-forge
gsl                       2.7                  he838d99_0    conda-forge
h5py                      3.12.1                   pypi_0    pypi
healpy                    1.17.3          py311h5f31f1c_1    conda-forge
idna                      3.10                     pypi_0    pypi
importlib-metadata        8.4.0              pyha770c72_0    conda-forge
importlib_metadata        8.4.0                hd8ed1ab_0    conda-forge
ipykernel                 6.29.5             pyh3099207_0    conda-forge
ipython                   8.27.0             pyh707e725_0    conda-forge
jedi                      0.19.1             pyhd8ed1ab_0    conda-forge
joblib                    1.4.2              pyhd8ed1ab_0    conda-forge
jupyter_client            8.6.2              pyhd8ed1ab_0    conda-forge
jupyter_core              5.7.2           py311h38be061_0    conda-forge
kernel-headers_linux-64   3.10.0              h4a8ded7_16    conda-forge
keyutils                  1.6.1                h166bdaf_0    conda-forge
kiwisolver                1.4.7           py311hd18a35c_0    conda-forge
krb5                      1.21.3               h659f571_0    conda-forge
lcms2                     2.16                 hb7c19ff_0    conda-forge
ld_impl_linux-64          2.40                 hf3520f5_7    conda-forge
lerc                      4.0.0                h27087fc_0    conda-forge
libblas                   3.9.0           23_linux64_openblas    conda-forge
libbrotlicommon           1.1.0                hb9d3cd8_2    conda-forge
libbrotlidec              1.1.0                hb9d3cd8_2    conda-forge
libbrotlienc              1.1.0                hb9d3cd8_2    conda-forge
libcblas                  3.9.0           23_linux64_openblas    conda-forge
libcurl                   8.9.1                hdb1bdb2_0    conda-forge
libdeflate                1.21                 h4bc722e_0    conda-forge
libedit                   3.1.20191231         he28a2e2_2    conda-forge
libev                     4.33                 hd590300_2    conda-forge
libexpat                  2.6.3                h5888daf_0    conda-forge
libffi                    3.4.2                h7f98852_5    conda-forge
libgcc                    14.1.0               h77fa898_1    conda-forge
libgcc-devel_linux-64     13.3.0             h84ea5a7_101    conda-forge
libgcc-ng                 14.1.0               h69a702a_1    conda-forge
libgfortran               14.1.0               h69a702a_1    conda-forge
libgfortran-ng            14.1.0               h69a702a_1    conda-forge
libgfortran5              14.1.0               hc5f4f2c_1    conda-forge
libgomp                   14.1.0               h77fa898_1    conda-forge
libjpeg-turbo             3.0.0                hd590300_1    conda-forge
liblapack                 3.9.0           23_linux64_openblas    conda-forge
libnghttp2                1.58.0               h47da74e_1    conda-forge
libnsl                    2.0.1                hd590300_0    conda-forge
libopenblas               0.3.27          pthreads_hac2b453_1    conda-forge
libpng                    1.6.43               h2797004_0    conda-forge
libsanitizer              13.3.0               heb74ff8_1    conda-forge
libsodium                 1.0.20               h4ab18f5_0    conda-forge
libsqlite                 3.46.1               hadc24fc_0    conda-forge
libssh2                   1.11.0               h0841786_0    conda-forge
libstdcxx                 14.1.0               hc0a3c3a_1    conda-forge
libstdcxx-ng              14.1.0               h4852527_1    conda-forge
libtiff                   4.6.0                h46a8edc_4    conda-forge
libuuid                   2.38.1               h0b41bf4_0    conda-forge
libwebp-base              1.4.0                hd590300_0    conda-forge
libxcb                    1.16                 hb9d3cd8_1    conda-forge
libxcrypt                 4.4.36               hd590300_1    conda-forge
libzlib                   1.3.1                h4ab18f5_1    conda-forge
line-profiler             4.2.0                    pypi_0    pypi
llvmlite                  0.43.0                   pypi_0    pypi
matplotlib-base           3.9.2           py311h74b4f7c_0    conda-forge
matplotlib-inline         0.1.7              pyhd8ed1ab_0    conda-forge
mpc                       1.3.1                h24ddda3_1    conda-forge
mpfr                      4.2.1                h90cbb55_3    conda-forge
mpmath                    1.3.0              pyhd8ed1ab_0    conda-forge
msgpack                   1.1.0                    pypi_0    pypi
munkres                   1.1.4              pyh9f0ad1d_0    conda-forge
ncurses                   6.5                  he02047a_1    conda-forge
ndindex                   1.9.2                    pypi_0    pypi
nest-asyncio              1.6.0              pyhd8ed1ab_0    conda-forge
numba                     0.60.0                   pypi_0    pypi
numexpr                   2.8.7           py311h812550d_0
numpy                     1.26.4          py311h64a7726_0    conda-forge
openblas                  0.3.27          pthreads_h9eca1d5_1    conda-forge
openjpeg                  2.5.2                h488ebb8_0    conda-forge
openssl                   3.3.2                hb9d3cd8_0    conda-forge
packaging                 24.1               pyhd8ed1ab_0    conda-forge
pandas                    2.2.2           py311ha02d727_0
parso                     0.8.4              pyhd8ed1ab_0    conda-forge
pexpect                   4.9.0              pyhd8ed1ab_0    conda-forge
pickleshare               0.7.5                   py_1003    conda-forge
pillow                    10.4.0          py311h82a398c_0    conda-forge
pip                       24.2               pyh8b19718_1    conda-forge
platformdirs              4.3.2              pyhd8ed1ab_0    conda-forge
prompt-toolkit            3.0.47             pyha770c72_0    conda-forge
psutil                    6.0.0           py311h9ecbd09_1    conda-forge
pthread-stubs             0.4               h36c2ea0_1001    conda-forge
ptyprocess                0.7.0              pyhd3deb0d_0    conda-forge
pure_eval                 0.2.3              pyhd8ed1ab_0    conda-forge
py-cpuinfo                9.0.0                    pypi_0    pypi
pyccl                     3.1.2           py311h6e47c01_1    conda-forge
pyerfa                    2.0.1.4         py311h9f3472d_2    conda-forge
pygments                  2.18.0             pyhd8ed1ab_0    conda-forge
pyhmcode                  1.1.0                    pypi_0    pypi
pyparsing                 3.1.4              pyhd8ed1ab_0    conda-forge
pyproject-hooks           1.2.0                    pypi_0    pypi
python                    3.11.10         hc5c86c4_0_cpython    conda-forge
python-dateutil           2.9.0              pyhd8ed1ab_0    conda-forge
python-tzdata             2023.3             pyhd3eb1b0_0
python_abi                3.11                    5_cp311    conda-forge
pytz                      2024.1          py311h06a4308_0
pyyaml                    6.0.2           py311h9ecbd09_1    conda-forge
pyzmq                     26.2.0          py311h7deb3e3_2    conda-forge
qhull                     2020.2               h434a139_5    conda-forge
readline                  8.2                  h8228510_1    conda-forge
requests                  2.32.3                   pypi_0    pypi
scipy                     1.14.1          py311he1f765f_0    conda-forge
setuptools                73.0.1             pyhd8ed1ab_0    conda-forge
six                       1.16.0             pyh6c4a22f_0    conda-forge
stack_data                0.6.2              pyhd8ed1ab_0    conda-forge
sympy                     1.13.2          pypyh2585a3b_103    conda-forge
sysroot_linux-64          2.17                h4a8ded7_16    conda-forge
tables                    3.10.1                   pypi_0    pypi
tk                        8.6.13          noxft_h4845f30_101    conda-forge
tornado                   6.4.1           py311h9ecbd09_1    conda-forge
tqdm                      4.66.5             pyhd8ed1ab_0    conda-forge
traitlets                 5.14.3             pyhd8ed1ab_0    conda-forge
typing_extensions         4.12.2             pyha770c72_0    conda-forge
tzdata                    2024a                h8827d51_1    conda-forge
urllib3                   2.2.3                    pypi_0    pypi
wcwidth                   0.2.13             pyhd8ed1ab_0    conda-forge
wheel                     0.44.0             pyhd8ed1ab_0    conda-forge
xorg-libxau               1.0.11               hd590300_0    conda-forge
xorg-libxdmcp             1.1.3                h7f98852_0    conda-forge
xz                        5.2.6                h166bdaf_0    conda-forge
yaml                      0.2.5                h7f98852_2    conda-forge
zeromq                    4.3.5                ha4adb4c_5    conda-forge
zipp                      3.20.1             pyhd8ed1ab_0    conda-forge
zstd                      1.5.6                ha6fb4c9_0    conda-forge