CCL
CCL copied to clipboard
LSSTDESC
Numba and pyccl incompatibility bug (has implications for other cosmology codes)
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>
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.
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
