absl-py 1.4.0 pyhd8ed1ab_0 conda-forge
appnope 0.1.3 pyhd8ed1ab_0 conda-forge
arviz 0.16.1 pyhd8ed1ab_0 conda-forge
asttokens 2.4.0 pyhd8ed1ab_0 conda-forge
backcall 0.2.0 pyh9f0ad1d_0 conda-forge
backports 1.0 pyhd8ed1ab_3 conda-forge
backports.functools_lru_cache 1.6.5 pyhd8ed1ab_0 conda-forge
blackjax 0.9.6 pyhd8ed1ab_0 conda-forge
brotli 1.1.0 h0dc2134_0 conda-forge
brotli-bin 1.1.0 h0dc2134_0 conda-forge
brotli-python 1.1.0 py311hdf8f085_0 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
certifi 2023.7.22 pyhd8ed1ab_0 conda-forge
charset-normalizer 3.2.0 pyhd8ed1ab_0 conda-forge
cloudpickle 2.2.1 pyhd8ed1ab_0 conda-forge
colorama 0.4.6 pyhd8ed1ab_0 conda-forge
comm 0.1.4 pyhd8ed1ab_0 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 1.7.0 py311hdf8f085_0 conda-forge
decorator 5.1.1 pyhd8ed1ab_0 conda-forge
et_xmlfile 1.1.0 py311hecd8cb5_0
etuples 0.3.9 pyhd8ed1ab_0 conda-forge
exceptiongroup 1.1.3 pyhd8ed1ab_0 conda-forge
executing 1.2.0 pyhd8ed1ab_0 conda-forge
fastprogress 1.0.3 pyhd8ed1ab_0 conda-forge
filelock 3.12.3 pyhd8ed1ab_0 conda-forge
fonttools 4.42.1 py311h2725bcf_0 conda-forge
freetype 2.12.1 h3f81eb7_1 conda-forge
h5netcdf 1.2.0 pyhd8ed1ab_0 conda-forge
h5py 3.9.0 nompi_py311hf255e76_102 conda-forge
hdf5 1.14.2 nompi_hedada53_100 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 6.25.2 pyh1050b4e_0 conda-forge
ipython 8.15.0 pyh31c8845_0 conda-forge
jax 0.4.14 pyhd8ed1ab_1 conda-forge
jaxlib 0.4.14 cpu_py311h8b48d28_1 conda-forge
jaxopt 0.8 pyhd8ed1ab_0 conda-forge
jedi 0.19.0 pyhd8ed1ab_0 conda-forge
joblib 1.2.0 py311hecd8cb5_0
jupyter_client 8.3.1 pyhd8ed1ab_0 conda-forge
jupyter_core 5.3.1 py311h6eed73b_0 conda-forge
kiwisolver 1.4.5 py311h5fe6e05_0 conda-forge
krb5 1.21.2 hb884880_0 conda-forge
lcms2 2.15 h2dcdeff_1 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 19_osx64_accelerate conda-forge
libbrotlicommon 1.1.0 h0dc2134_0 conda-forge
libbrotlidec 1.1.0 h0dc2134_0 conda-forge
libbrotlienc 1.1.0 h0dc2134_0 conda-forge
libcblas 3.9.0 19_osx64_accelerate 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 13_2_0_h97931a8_1 conda-forge
libgfortran5 13.2.0 h2873a65_1 conda-forge
libgrpc 1.56.2 he6801ca_1 conda-forge
libjpeg-turbo 2.1.5.1 hb7f2c08_0 conda-forge
liblapack 3.9.0 19_osx64_accelerate conda-forge
libnghttp2 1.52.0 he2ab024_0 conda-forge
libopenblas 0.3.24 openmp_h48a4ad5_0 conda-forge
libpng 1.6.39 ha978bb4_0 conda-forge
libprotobuf 4.23.3 h5feb325_1 conda-forge
libsodium 1.0.18 hbcb3906_1 conda-forge
libsqlite 3.43.0 h58db7d2_0 conda-forge
libssh2 1.11.0 hd019ec5_0 conda-forge
libtiff 4.5.1 hf955e92_1 conda-forge
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libxcb 1.15 hb7f2c08_0 conda-forge
libzlib 1.2.13 h8a1eda9_5 conda-forge
littleutils 0.2.2 py_0 conda-forge
llvm-openmp 16.0.6 hff08bdf_0 conda-forge
logical-unification 0.4.6 pyhd8ed1ab_0 conda-forge
matplotlib 3.7.1 py311hecd8cb5_1
matplotlib-base 3.7.1 py311h2bf763f_0 conda-forge
matplotlib-inline 0.1.6 pyhd8ed1ab_0 conda-forge
minikanren 1.0.3 pyhd8ed1ab_0 conda-forge
ml_dtypes 0.2.0 py311hab14417_1 conda-forge
mpmath 1.3.0 pyhd8ed1ab_0 conda-forge
multipledispatch 0.6.0 py_0 conda-forge
munkres 1.1.4 pyh9f0ad1d_0 conda-forge
ncurses 6.4 hf0c8a7f_0 conda-forge
nest-asyncio 1.5.6 pyhd8ed1ab_0 conda-forge
numpy 1.25.2 py311hc44ba51_0 conda-forge
numpyro 0.13.0 pyhd8ed1ab_0 conda-forge
openjpeg 2.5.0 h13ac156_2 conda-forge
openpyxl 3.0.10 py311h6c40b1e_0
openssl 3.1.4 hd75f5a5_0 conda-forge
opt_einsum 3.3.0 pyhd8ed1ab_1 conda-forge
outdated 0.2.2 pyhd8ed1ab_0 conda-forge
packaging 23.1 pyhd8ed1ab_0 conda-forge
pandas 2.1.0 py311hab14417_0 conda-forge
pandas-flavor 0.6.0 pyhd8ed1ab_1 conda-forge
parso 0.8.3 pyhd8ed1ab_0 conda-forge
patsy 0.5.3 py311hecd8cb5_0
pexpect 4.8.0 pyh1a96a4e_2 conda-forge
pickleshare 0.7.5 py_1003 conda-forge
pillow 10.0.0 py311h7cb0e2d_0 conda-forge
pingouin 0.5.3 pyhd8ed1ab_0 conda-forge
pip 23.2.1 pyhd8ed1ab_0 conda-forge
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pooch 1.7.0 pyha770c72_3 conda-forge
prompt-toolkit 3.0.39 pyha770c72_0 conda-forge
prompt_toolkit 3.0.39 hd8ed1ab_0 conda-forge
psutil 5.9.5 py311h5547dcb_0 conda-forge
pthread-stubs 0.4 hc929b4f_1001 conda-forge
ptyprocess 0.7.0 pyhd3deb0d_0 conda-forge
pure_eval 0.2.2 pyhd8ed1ab_0 conda-forge
pygments 2.16.1 pyhd8ed1ab_0 conda-forge
pymc 5.6.1 py311h9dd2307_0
pyparsing 3.1.1 pyhd8ed1ab_0 conda-forge
pysocks 1.7.1 pyha2e5f31_6 conda-forge
pytensor 2.12.3 py311hdb55bb0_0
python 3.11.5 h30d4d87_0_cpython conda-forge
python-dateutil 2.8.2 pyhd8ed1ab_0 conda-forge
python-tzdata 2023.3 pyhd8ed1ab_0 conda-forge
python_abi 3.11 3_cp311 conda-forge
pytz 2023.3.post1 pyhd8ed1ab_0 conda-forge
pyzmq 25.1.1 py311h5dacc12_0 conda-forge
re2 2023.03.02 h096449b_0 conda-forge
readline 8.2 h9e318b2_1 conda-forge
requests 2.31.0 pyhd8ed1ab_0 conda-forge
scikit-learn 1.2.2 py311hcec6c5f_1
scipy 1.11.3 py311h16c3c4d_1 conda-forge
seaborn 0.12.2 py311hecd8cb5_0
setuptools 68.1.2 pyhd8ed1ab_0 conda-forge
six 1.16.0 pyh6c4a22f_0 conda-forge
stack_data 0.6.2 pyhd8ed1ab_0 conda-forge
statsmodels 0.14.0 py311hb3a5e46_0
tabulate 0.9.0 pyhd8ed1ab_1 conda-forge
threadpoolctl 2.2.0 pyh0d69192_0
tk 8.6.12 h5dbffcc_0 conda-forge
toolz 0.12.0 pyhd8ed1ab_0 conda-forge
tornado 6.3.2 py311h6c40b1e_0
tqdm 4.66.1 pyhd8ed1ab_0 conda-forge
traitlets 5.9.0 pyhd8ed1ab_0 conda-forge
typing-extensions 4.7.1 hd8ed1ab_0 conda-forge
typing_extensions 4.7.1 pyha770c72_0 conda-forge
tzdata 2023c h71feb2d_0 conda-forge
urllib3 2.0.4 pyhd8ed1ab_0 conda-forge
wcwidth 0.2.6 pyhd8ed1ab_0 conda-forge
wheel 0.41.2 pyhd8ed1ab_0 conda-forge
xarray 2023.8.0 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
zeromq 4.3.4 he49afe7_1 conda-forge
zipp 3.16.2 pyhd8ed1ab_0 conda-forge
zstd 1.5.5 h829000d_0 conda-forge
but actually I also tried in a new enviroment, where I get the same error. Sampling with multiple chains throws, the fortran error, singe chain samples but incredibly slow…
Hm, that pymc version is a bit old. Can you try conda install -c conda-forge pymc=5.9.1?
thanks, this does not solve it, but installing a new environment lead to the solution. I had a warning about xcrun in the terminal, which guided me to this thread: xcrun: error: invalid active devel… | Apple Developer Forums, so I installed brew, and now everything works … I almost switched to Julia 
(before upgrading to Sonoma, I have not updated the OS in a while, so this might have caused it ?!).
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For youse guys running accelerate locally on Apple Silicon, what general concepts are you using to deploy to Production?
i.e. my workflow is generally develop on a MacBook and deploy to some flavor of Linux for Production. This works fine in an MKL-based world - where I use the same Makefile, Miniforge, packages etc etc on both machines. But if I move to Accelerate etc then the local dev machine will be a different architecture. My initial thought is simply to manage two different environments, but I’m open to ideas… for example potentially deploying to Amazon EC2 Mac Instances - Amazon Web Services
You could just develop and run things in a docker container using MKL, that way you can ship that directly.
Yeah - that’s what I’ve done in the end, keeps it clean. Local install for Mac-based development with a nice makefile, mamba, conga-forge, pyproject etcetc, and a slightly different monolithic devcontainer / docker based environment to give clients a development environment to be accessed via VSCode remote env, deployed onto / running from Azure Container Registry. It’s a bit of a faff, but works
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