I upgraded from pymc3 to pymc on my MacBookPro (Quad-Core i5).
I did a new environment withconda create -c conda-forge -n pymc_env "pymc>=5"
I am running PyMC v5.6.1 with Python 3.11.4.
Yet the environment is slow:
I getWARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.
both when importing pymc and when sampling.
Any suggestions?
thanks
Have you installed the accelerate BLAS that is compatible with Apple silicon?
Have you installed the accelerate BLAS that is compatible with Apple silicon?
Should that be part of the instructions or can it be automated on the conda side @maresb @twiecki ?
I installated the accelerate BLAS; I get no longer warnings about BLAS.
Even Importing pymc takes a few seconds.
maresb
August 3, 2023, 12:46pm
5
I’m confused because @giorgio says he is on i5, and I though ‘i’ stands for Intel, i.e. not Apple silicon. In any case, I’d be interested to see the output of conda list.
thanks for the attention, here is the (long) output of conda -list
# Name Version Build Channel
anyio 3.7.1 pypi_0 pypi
appnope 0.1.3 pypi_0 pypi
argon2-cffi 21.3.0 pypi_0 pypi
argon2-cffi-bindings 21.2.0 pypi_0 pypi
arrow 1.2.3 pypi_0 pypi
arviz 0.16.1 pyhd8ed1ab_0 conda-forge
asttokens 2.2.1 pypi_0 pypi
async-lru 2.0.4 pypi_0 pypi
attrs 23.1.0 pypi_0 pypi
babel 2.12.1 pypi_0 pypi
backcall 0.2.0 pypi_0 pypi
beautifulsoup4 4.12.2 pypi_0 pypi
blas 2.117 accelerate conda-forge
blas-devel 3.9.0 17_osx64_accelerate conda-forge
bleach 6.0.0 pypi_0 pypi
brotli 1.0.9 hb7f2c08_9 conda-forge
brotli-bin 1.0.9 hb7f2c08_9 conda-forge
brotli-python 1.0.9 py311h814d153_9 conda-forge
bzip2 1.0.8 h0d85af4_4 conda-forge
c-ares 1.19.1 h0dc2134_0 conda-forge
ca-certificates 2023.7.22 h8857fd0_0 conda-forge
cached-property 1.5.2 hd8ed1ab_1 conda-forge
cached_property 1.5.2 pyha770c72_1 conda-forge
cachetools 5.3.1 pyhd8ed1ab_0 conda-forge
cctools_osx-64 973.0.1 habff3f6_14 conda-forge
certifi 2023.7.22 pyhd8ed1ab_0 conda-forge
cffi 1.15.1 pypi_0 pypi
charset-normalizer 3.2.0 pyhd8ed1ab_0 conda-forge
clang 15.0.7 h694c41f_3 conda-forge
clang-15 15.0.7 default_hdb78580_3 conda-forge
clang_osx-64 15.0.7 h03d6864_3 conda-forge
clangxx 15.0.7 default_hdb78580_3 conda-forge
clangxx_osx-64 15.0.7 h2133e9c_3 conda-forge
cloudpickle 2.2.1 pyhd8ed1ab_0 conda-forge
colorama 0.4.6 pyhd8ed1ab_0 conda-forge
comm 0.1.4 pypi_0 pypi
compiler-rt 15.0.7 he1888fc_1 conda-forge
compiler-rt_osx-64 15.0.7 he1888fc_1 conda-forge
cons 0.4.6 pyhd8ed1ab_0 conda-forge
contourpy 1.1.0 py311h5fe6e05_0 conda-forge
cycler 0.11.0 pyhd8ed1ab_0 conda-forge
debugpy 1.6.8 pypi_0 pypi
decorator 5.1.1 pypi_0 pypi
defusedxml 0.7.1 pypi_0 pypi
etuples 0.3.9 pyhd8ed1ab_0 conda-forge
executing 1.2.0 pypi_0 pypi
fastjsonschema 2.18.0 pypi_0 pypi
fastprogress 1.0.3 pyhd8ed1ab_0 conda-forge
filelock 3.12.2 pyhd8ed1ab_0 conda-forge
fonttools 4.42.0 py311h2725bcf_0 conda-forge
fqdn 1.5.1 pypi_0 pypi
freetype 2.12.1 h3f81eb7_1 conda-forge
h5netcdf 1.2.0 pyhd8ed1ab_0 conda-forge
h5py 3.9.0 nompi_py311hc915cd5_101 conda-forge
hdf5 1.14.1 nompi_hedada53_100 conda-forge
icu 72.1 h7336db1_0 conda-forge
idna 3.4 pyhd8ed1ab_0 conda-forge
importlib-metadata 6.8.0 pyha770c72_0 conda-forge
importlib_metadata 6.8.0 hd8ed1ab_0 conda-forge
ipykernel 6.25.0 pypi_0 pypi
ipython 8.14.0 pypi_0 pypi
ipython-genutils 0.2.0 pypi_0 pypi
ipywidgets 8.1.0 pypi_0 pypi
isoduration 20.11.0 pypi_0 pypi
jax 0.4.14 pyhd8ed1ab_1 conda-forge
jaxlib 0.4.14 cpu_py311h8b48d28_1 conda-forge
jedi 0.19.0 pypi_0 pypi
jinja2 3.1.2 pypi_0 pypi
json5 0.9.14 pypi_0 pypi
jsonpointer 2.4 pypi_0 pypi
jsonschema 4.18.6 pypi_0 pypi
jsonschema-specifications 2023.7.1 pypi_0 pypi
jupyter 1.0.0 pypi_0 pypi
jupyter-client 8.3.0 pypi_0 pypi
jupyter-console 6.6.3 pypi_0 pypi
jupyter-core 5.3.1 pypi_0 pypi
jupyter-events 0.7.0 pypi_0 pypi
jupyter-lsp 2.2.0 pypi_0 pypi
jupyter-server 2.7.0 pypi_0 pypi
jupyter-server-terminals 0.4.4 pypi_0 pypi
jupyterlab 4.0.3 pypi_0 pypi
jupyterlab-pygments 0.2.2 pypi_0 pypi
jupyterlab-server 2.24.0 pypi_0 pypi
jupyterlab-widgets 3.0.8 pypi_0 pypi
kiwisolver 1.4.4 py311hd2070f0_1 conda-forge
krb5 1.21.1 hb884880_0 conda-forge
lcms2 2.15 h2dcdeff_1 conda-forge
ld64_osx-64 609 h0fd476b_14 conda-forge
lerc 4.0.0 hb486fe8_0 conda-forge
libabseil 20230125.3 cxx17_h000cb23_0 conda-forge
libaec 1.0.6 hf0c8a7f_1 conda-forge
libblas 3.9.0 17_osx64_accelerate conda-forge
libbrotlicommon 1.0.9 hb7f2c08_9 conda-forge
libbrotlidec 1.0.9 hb7f2c08_9 conda-forge
libbrotlienc 1.0.9 hb7f2c08_9 conda-forge
libcblas 3.9.0 17_osx64_accelerate conda-forge
libclang-cpp15 15.0.7 default_hdb78580_3 conda-forge
libcurl 8.2.1 h5f667d7_0 conda-forge
libcxx 16.0.6 hd57cbcb_0 conda-forge
libdeflate 1.18 hac1461d_0 conda-forge
libedit 3.1.20191231 h0678c8f_2 conda-forge
libev 4.33 haf1e3a3_1 conda-forge
libexpat 2.5.0 hf0c8a7f_1 conda-forge
libffi 3.4.2 h0d85af4_5 conda-forge
libgfortran 5.0.0 12_3_0_h97931a8_1 conda-forge
libgfortran5 12.3.0 hbd3c1fe_1 conda-forge
libgrpc 1.56.2 he6801ca_0 conda-forge
libiconv 1.17 hac89ed1_0 conda-forge
libjpeg-turbo 2.1.5.1 hb7f2c08_0 conda-forge
liblapack 3.9.0 17_osx64_accelerate conda-forge
liblapacke 3.9.0 17_osx64_accelerate conda-forge
libllvm15 15.0.7 he4b1e75_3 conda-forge
libnghttp2 1.52.0 he2ab024_0 conda-forge
libopenblas 0.3.23 openmp_h429af6e_0 conda-forge
libpng 1.6.39 ha978bb4_0 conda-forge
libprotobuf 4.23.3 h5feb325_0 conda-forge
libsqlite 3.42.0 h58db7d2_0 conda-forge
libssh2 1.11.0 hd019ec5_0 conda-forge
libtiff 4.5.1 hf955e92_0 conda-forge
libwebp-base 1.3.1 h0dc2134_0 conda-forge
libxcb 1.15 hb7f2c08_0 conda-forge
libxml2 2.11.4 hd95e348_0 conda-forge
libzlib 1.2.13 h8a1eda9_5 conda-forge
llvm-openmp 16.0.6 hff08bdf_0 conda-forge
llvm-tools 15.0.7 he4b1e75_3 conda-forge
logical-unification 0.4.6 pyhd8ed1ab_0 conda-forge
markupsafe 2.1.3 pypi_0 pypi
matplotlib-base 3.7.1 py311h2bf763f_0 conda-forge
matplotlib-inline 0.1.6 pypi_0 pypi
minikanren 1.0.3 pyhd8ed1ab_0 conda-forge
mistune 3.0.1 pypi_0 pypi
mkl 2022.2.1 h44ed08c_16952 conda-forge
mkl-service 2.4.0 py311h552c0e0_0 conda-forge
ml_dtypes 0.2.0 py311hab14417_1 conda-forge
multipledispatch 0.6.0 py_0 conda-forge
munkres 1.1.4 pyh9f0ad1d_0 conda-forge
nbclient 0.8.0 pypi_0 pypi
nbconvert 7.7.3 pypi_0 pypi
nbformat 5.9.2 pypi_0 pypi
ncurses 6.4 hf0c8a7f_0 conda-forge
nest-asyncio 1.5.7 pypi_0 pypi
notebook 7.0.1 pypi_0 pypi
notebook-shim 0.2.3 pypi_0 pypi
numpy 1.25.2 py311hc44ba51_0 conda-forge
numpyro 0.12.1 pyhd8ed1ab_0 conda-forge
openblas 0.3.23 openmp_hbefa662_0 conda-forge
openjpeg 2.5.0 h13ac156_2 conda-forge
openssl 3.1.2 h8a1eda9_0 conda-forge
opt_einsum 3.3.0 pyhd8ed1ab_1 conda-forge
overrides 7.3.1 pypi_0 pypi
packaging 23.1 pyhd8ed1ab_0 conda-forge
pandas 2.0.3 py311hab14417_1 conda-forge
pandocfilters 1.5.0 pypi_0 pypi
parso 0.8.3 pypi_0 pypi
pexpect 4.8.0 pypi_0 pypi
pickleshare 0.7.5 pypi_0 pypi
pillow 10.0.0 py311h7cb0e2d_0 conda-forge
pip 23.2.1 pyhd8ed1ab_0 conda-forge
platformdirs 3.10.0 pyhd8ed1ab_0 conda-forge
pooch 1.7.0 pyha770c72_3 conda-forge
prometheus-client 0.17.1 pypi_0 pypi
prompt-toolkit 3.0.39 pypi_0 pypi
psutil 5.9.5 pypi_0 pypi
pthread-stubs 0.4 hc929b4f_1001 conda-forge
ptyprocess 0.7.0 pypi_0 pypi
pure-eval 0.2.2 pypi_0 pypi
pycparser 2.21 pypi_0 pypi
pygments 2.15.1 pypi_0 pypi
pymc 5.7.0 hd8ed1ab_0 conda-forge
pymc-base 5.7.0 pyhd8ed1ab_0 conda-forge
pyparsing 3.1.1 pyhd8ed1ab_0 conda-forge
pysocks 1.7.1 pyha2e5f31_6 conda-forge
pytensor 2.14.1 py311hdf8f085_0 conda-forge
pytensor-base 2.14.1 py311hab14417_0 conda-forge
python 3.11.4 h30d4d87_0_cpython conda-forge
python-dateutil 2.8.2 pyhd8ed1ab_0 conda-forge
python-json-logger 2.0.7 pypi_0 pypi
python-tzdata 2023.3 pyhd8ed1ab_0 conda-forge
python_abi 3.11 3_cp311 conda-forge
pytz 2023.3 pyhd8ed1ab_0 conda-forge
pyyaml 6.0.1 pypi_0 pypi
pyzmq 25.1.0 pypi_0 pypi
qtconsole 5.4.3 pypi_0 pypi
qtpy 2.3.1 pypi_0 pypi
re2 2023.03.02 h096449b_0 conda-forge
readline 8.2 h9e318b2_1 conda-forge
referencing 0.30.0 pypi_0 pypi
requests 2.31.0 pyhd8ed1ab_0 conda-forge
rfc3339-validator 0.1.4 pypi_0 pypi
rfc3986-validator 0.1.1 pypi_0 pypi
rpds-py 0.9.2 pypi_0 pypi
scipy 1.11.1 py311h16c3c4d_0 conda-forge
seaborn 0.12.2 pypi_0 pypi
send2trash 1.8.2 pypi_0 pypi
setuptools 68.0.0 pyhd8ed1ab_0 conda-forge
sigtool 0.1.3 h88f4db0_0 conda-forge
six 1.16.0 pyh6c4a22f_0 conda-forge
sniffio 1.3.0 pypi_0 pypi
soupsieve 2.4.1 pypi_0 pypi
stack-data 0.6.2 pypi_0 pypi
tapi 1100.0.11 h9ce4665_0 conda-forge
tbb 2021.10.0 h1c7c39f_0 conda-forge
terminado 0.17.1 pypi_0 pypi
tinycss2 1.2.1 pypi_0 pypi
tk 8.6.12 h5dbffcc_0 conda-forge
toolz 0.12.0 pyhd8ed1ab_0 conda-forge
tornado 6.3.2 pypi_0 pypi
tqdm 4.65.0 pyhd8ed1ab_1 conda-forge
traitlets 5.9.0 pypi_0 pypi
typing-extensions 4.7.1 hd8ed1ab_0 conda-forge
typing_extensions 4.7.1 pyha770c72_0 conda-forge
tzdata 2023c h71feb2d_0 conda-forge
uri-template 1.3.0 pypi_0 pypi
urllib3 2.0.4 pyhd8ed1ab_0 conda-forge
wcwidth 0.2.6 pypi_0 pypi
webcolors 1.13 pypi_0 pypi
webencodings 0.5.1 pypi_0 pypi
websocket-client 1.6.1 pypi_0 pypi
wheel 0.41.0 pyhd8ed1ab_0 conda-forge
widgetsnbextension 4.0.8 pypi_0 pypi
xarray 2023.7.0 pyhd8ed1ab_0 conda-forge
xarray-einstats 0.6.0 pyhd8ed1ab_0 conda-forge
xorg-libxau 1.0.11 h0dc2134_0 conda-forge
xorg-libxdmcp 1.1.3 h35c211d_0 conda-forge
xz 5.2.6 h775f41a_0 conda-forge
zipp 3.16.2 pyhd8ed1ab_0 conda-forge
zstd 1.5.2 h829000d_7 conda-forge
My mistake, I read MacBook and then my brain turned off.
If it’s intel then the MKL BLAS should be recommended: conda install "libblas=*=*mkl"? I’m going off the conda-forge BLAS installation guide for that command.
i installed mkl and the sampling time went down to 18 secs.
maresb
August 3, 2023, 6:48pm
10
Thanks @giorgio for the conda list!
Would it be possible to do another one for a fresh conda create -c conda-forge -n pymc_env "pymc>=5" environment where you get the BLAS warning?
maresb
August 3, 2023, 6:58pm
11
I’m a bit confused why you had to install MKL because it should already be a Conda dependency for Intel Macs.
Hi, I rebuilt the environment.
Here is the output of conda -list:
# Name Version Build Channel
anyio 3.7.1 pypi_0 pypi
appnope 0.1.3 pypi_0 pypi
argon2-cffi 21.3.0 pypi_0 pypi
argon2-cffi-bindings 21.2.0 pypi_0 pypi
arrow 1.2.3 pypi_0 pypi
arviz 0.16.1 pyhd8ed1ab_0 conda-forge
asttokens 2.2.1 pypi_0 pypi
async-lru 2.0.4 pypi_0 pypi
attrs 23.1.0 pypi_0 pypi
babel 2.12.1 pypi_0 pypi
backcall 0.2.0 pypi_0 pypi
beautifulsoup4 4.12.2 pypi_0 pypi
blas 2.117 openblas conda-forge
blas-devel 3.9.0 17_osx64_openblas conda-forge
bleach 6.0.0 pypi_0 pypi
brotli 1.0.9 hb7f2c08_9 conda-forge
brotli-bin 1.0.9 hb7f2c08_9 conda-forge
brotli-python 1.0.9 py311h814d153_9 conda-forge
bzip2 1.0.8 h0d85af4_4 conda-forge
c-ares 1.19.1 h0dc2134_0 conda-forge
ca-certificates 2023.7.22 h8857fd0_0 conda-forge
cached-property 1.5.2 hd8ed1ab_1 conda-forge
cached_property 1.5.2 pyha770c72_1 conda-forge
cachetools 5.3.1 pyhd8ed1ab_0 conda-forge
cctools_osx-64 973.0.1 habff3f6_14 conda-forge
certifi 2023.7.22 pyhd8ed1ab_0 conda-forge
cffi 1.15.1 pypi_0 pypi
charset-normalizer 3.2.0 pyhd8ed1ab_0 conda-forge
clang 15.0.7 h694c41f_3 conda-forge
clang-15 15.0.7 default_hdb78580_3 conda-forge
clang_osx-64 15.0.7 h03d6864_3 conda-forge
clangxx 15.0.7 default_hdb78580_3 conda-forge
clangxx_osx-64 15.0.7 h2133e9c_3 conda-forge
cloudpickle 2.2.1 pyhd8ed1ab_0 conda-forge
comm 0.1.4 pypi_0 pypi
compiler-rt 15.0.7 he1888fc_1 conda-forge
compiler-rt_osx-64 15.0.7 he1888fc_1 conda-forge
cons 0.4.6 pyhd8ed1ab_0 conda-forge
contourpy 1.1.0 py311h5fe6e05_0 conda-forge
cycler 0.11.0 pyhd8ed1ab_0 conda-forge
debugpy 1.6.7 pypi_0 pypi
decorator 5.1.1 pypi_0 pypi
defusedxml 0.7.1 pypi_0 pypi
etuples 0.3.9 pyhd8ed1ab_0 conda-forge
executing 1.2.0 pypi_0 pypi
fastjsonschema 2.18.0 pypi_0 pypi
fastprogress 1.0.3 pyhd8ed1ab_0 conda-forge
filelock 3.12.2 pyhd8ed1ab_0 conda-forge
fonttools 4.42.0 py311h2725bcf_0 conda-forge
fqdn 1.5.1 pypi_0 pypi
freetype 2.12.1 h3f81eb7_1 conda-forge
h5netcdf 1.2.0 pyhd8ed1ab_0 conda-forge
h5py 3.9.0 nompi_py311hc915cd5_101 conda-forge
hdf5 1.14.1 nompi_hedada53_100 conda-forge
icu 72.1 h7336db1_0 conda-forge
idna 3.4 pyhd8ed1ab_0 conda-forge
ipykernel 6.25.0 pypi_0 pypi
ipython 8.14.0 pypi_0 pypi
ipython-genutils 0.2.0 pypi_0 pypi
ipywidgets 8.1.0 pypi_0 pypi
isoduration 20.11.0 pypi_0 pypi
jedi 0.19.0 pypi_0 pypi
jinja2 3.1.2 pypi_0 pypi
json5 0.9.14 pypi_0 pypi
jsonpointer 2.4 pypi_0 pypi
jsonschema 4.18.6 pypi_0 pypi
jsonschema-specifications 2023.7.1 pypi_0 pypi
jupyter 1.0.0 pypi_0 pypi
jupyter-client 8.3.0 pypi_0 pypi
jupyter-console 6.6.3 pypi_0 pypi
jupyter-core 5.3.1 pypi_0 pypi
jupyter-events 0.7.0 pypi_0 pypi
jupyter-lsp 2.2.0 pypi_0 pypi
jupyter-server 2.7.0 pypi_0 pypi
jupyter-server-terminals 0.4.4 pypi_0 pypi
jupyterlab 4.0.4 pypi_0 pypi
jupyterlab-pygments 0.2.2 pypi_0 pypi
jupyterlab-server 2.24.0 pypi_0 pypi
jupyterlab-widgets 3.0.8 pypi_0 pypi
kiwisolver 1.4.4 py311hd2070f0_1 conda-forge
krb5 1.21.1 hb884880_0 conda-forge
lcms2 2.15 h2dcdeff_1 conda-forge
ld64_osx-64 609 h0fd476b_14 conda-forge
lerc 4.0.0 hb486fe8_0 conda-forge
libaec 1.0.6 hf0c8a7f_1 conda-forge
libblas 3.9.0 17_osx64_openblas conda-forge
libbrotlicommon 1.0.9 hb7f2c08_9 conda-forge
libbrotlidec 1.0.9 hb7f2c08_9 conda-forge
libbrotlienc 1.0.9 hb7f2c08_9 conda-forge
libcblas 3.9.0 17_osx64_openblas conda-forge
libclang-cpp15 15.0.7 default_hdb78580_3 conda-forge
libcurl 8.2.1 h5f667d7_0 conda-forge
libcxx 16.0.6 hd57cbcb_0 conda-forge
libdeflate 1.18 hac1461d_0 conda-forge
libedit 3.1.20191231 h0678c8f_2 conda-forge
libev 4.33 haf1e3a3_1 conda-forge
libexpat 2.5.0 hf0c8a7f_1 conda-forge
libffi 3.4.2 h0d85af4_5 conda-forge
libgfortran 5.0.0 12_3_0_h97931a8_1 conda-forge
libgfortran5 12.3.0 hbd3c1fe_1 conda-forge
libiconv 1.17 hac89ed1_0 conda-forge
libjpeg-turbo 2.1.5.1 hb7f2c08_0 conda-forge
liblapack 3.9.0 17_osx64_openblas conda-forge
liblapacke 3.9.0 17_osx64_openblas conda-forge
libllvm15 15.0.7 he4b1e75_3 conda-forge
libnghttp2 1.52.0 he2ab024_0 conda-forge
libopenblas 0.3.23 openmp_h429af6e_0 conda-forge
libpng 1.6.39 ha978bb4_0 conda-forge
libsqlite 3.42.0 h58db7d2_0 conda-forge
libssh2 1.11.0 hd019ec5_0 conda-forge
libtiff 4.5.1 hf955e92_0 conda-forge
libwebp-base 1.3.1 h0dc2134_0 conda-forge
libxcb 1.15 hb7f2c08_0 conda-forge
libxml2 2.11.4 hd95e348_0 conda-forge
libzlib 1.2.13 h8a1eda9_5 conda-forge
llvm-openmp 16.0.6 hff08bdf_0 conda-forge
llvm-tools 15.0.7 he4b1e75_3 conda-forge
logical-unification 0.4.6 pyhd8ed1ab_0 conda-forge
markupsafe 2.1.3 pypi_0 pypi
matplotlib-base 3.7.1 py311h2bf763f_0 conda-forge
matplotlib-inline 0.1.6 pypi_0 pypi
minikanren 1.0.3 pyhd8ed1ab_0 conda-forge
mistune 3.0.1 pypi_0 pypi
mkl 2022.2.1 h44ed08c_16952 conda-forge
mkl-service 2.4.0 py311h552c0e0_0 conda-forge
multipledispatch 0.6.0 py_0 conda-forge
munkres 1.1.4 pyh9f0ad1d_0 conda-forge
nbclient 0.8.0 pypi_0 pypi
nbconvert 7.7.3 pypi_0 pypi
nbformat 5.9.2 pypi_0 pypi
ncurses 6.4 hf0c8a7f_0 conda-forge
nest-asyncio 1.5.7 pypi_0 pypi
notebook 7.0.2 pypi_0 pypi
notebook-shim 0.2.3 pypi_0 pypi
numpy 1.25.2 py311hc44ba51_0 conda-forge
openblas 0.3.23 openmp_hbefa662_0 conda-forge
openjpeg 2.5.0 h13ac156_2 conda-forge
openssl 3.1.2 h8a1eda9_0 conda-forge
overrides 7.3.1 pypi_0 pypi
packaging 23.1 pyhd8ed1ab_0 conda-forge
pandas 2.0.3 py311hab14417_1 conda-forge
pandocfilters 1.5.0 pypi_0 pypi
parso 0.8.3 pypi_0 pypi
pexpect 4.8.0 pypi_0 pypi
pickleshare 0.7.5 pypi_0 pypi
pillow 10.0.0 py311h7cb0e2d_0 conda-forge
pip 23.2.1 pyhd8ed1ab_0 conda-forge
platformdirs 3.10.0 pyhd8ed1ab_0 conda-forge
pooch 1.7.0 pyha770c72_3 conda-forge
prometheus-client 0.17.1 pypi_0 pypi
prompt-toolkit 3.0.39 pypi_0 pypi
psutil 5.9.5 pypi_0 pypi
pthread-stubs 0.4 hc929b4f_1001 conda-forge
ptyprocess 0.7.0 pypi_0 pypi
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pytensor 2.14.1 py311hdf8f085_0 conda-forge
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python 3.11.4 h30d4d87_0_cpython conda-forge
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python-tzdata 2023.3 pyhd8ed1ab_0 conda-forge
python_abi 3.11 3_cp311 conda-forge
pytz 2023.3 pyhd8ed1ab_0 conda-forge
pyyaml 6.0.1 pypi_0 pypi
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readline 8.2 h9e318b2_1 conda-forge
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requests 2.31.0 pyhd8ed1ab_0 conda-forge
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scipy 1.11.1 py311h16c3c4d_0 conda-forge
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send2trash 1.8.2 pypi_0 pypi
setuptools 68.0.0 pyhd8ed1ab_0 conda-forge
sigtool 0.1.3 h88f4db0_0 conda-forge
six 1.16.0 pyh6c4a22f_0 conda-forge
sniffio 1.3.0 pypi_0 pypi
soupsieve 2.4.1 pypi_0 pypi
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tapi 1100.0.11 h9ce4665_0 conda-forge
tbb 2021.10.0 h1c7c39f_0 conda-forge
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tk 8.6.12 h5dbffcc_0 conda-forge
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typing_extensions 4.7.1 pyha770c72_0 conda-forge
tzdata 2023c h71feb2d_0 conda-forge
uri-template 1.3.0 pypi_0 pypi
urllib3 2.0.4 pyhd8ed1ab_0 conda-forge
wcwidth 0.2.6 pypi_0 pypi
webcolors 1.13 pypi_0 pypi
webencodings 0.5.1 pypi_0 pypi
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xarray 2023.7.0 pyhd8ed1ab_0 conda-forge
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xz 5.2.6 h775f41a_0 conda-forge
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