From ea1528ed592250ee2a5d730e6114a7531e448ea5 Mon Sep 17 00:00:00 2001 From: Chris Fonnesbeck Date: Sat, 10 Aug 2024 12:10:45 -0500 Subject: [PATCH 01/10] Ported pymc3 model to pymc v5 --- .../info/eight_schools_noncentered.info.json | 3 +++ .../models/pymc/eight_schools_noncentered.py | 18 ++++++++++++++++++ 2 files changed, 21 insertions(+) create mode 100644 posterior_database/models/pymc/eight_schools_noncentered.py diff --git a/posterior_database/models/info/eight_schools_noncentered.info.json b/posterior_database/models/info/eight_schools_noncentered.info.json index b83367f9..383b6530 100644 --- a/posterior_database/models/info/eight_schools_noncentered.info.json +++ b/posterior_database/models/info/eight_schools_noncentered.info.json @@ -15,6 +15,9 @@ }, "pymc3": { "model_code": "models/pymc3/eight_schools_noncentered.py" + }, + "pymc": { + "model_code": "models/pymc/eight_schools_noncentered.py" } }, "added_by": "Mans Magnusson", diff --git a/posterior_database/models/pymc/eight_schools_noncentered.py b/posterior_database/models/pymc/eight_schools_noncentered.py new file mode 100644 index 00000000..868cca78 --- /dev/null +++ b/posterior_database/models/pymc/eight_schools_noncentered.py @@ -0,0 +1,18 @@ +import numpy as np +import pymc as pm + + +def model(data): + y_obs = np.array(data["y"]) # estimated treatment + sigma = np.array(data["sigma"]) # std of estimated effect + coords = {"school": np.arange(data["J"])} + with pm.Model(coords=coords) as pymc_model: + + mu = pm.Normal( + "mu", mu=0, sigma=5 + ) # hyper-parameter of mean, non-informative prior + tau = pm.Cauchy("tau", alpha=0, beta=5) # hyper-parameter of sigma + theta_trans = pm.Normal("theta_trans", mu=0, sigma=1, dims="school") + theta = mu + tau * theta_trans + y = pm.Normal("y", mu=theta, sigma=sigma, observed=y_obs) + return pymc_model From ba67fe71c62e4cf9ff548d318ba6e13f1ca70804 Mon Sep 17 00:00:00 2001 From: Chris Fonnesbeck Date: Mon, 12 Aug 2024 07:47:59 -0500 Subject: [PATCH 02/10] Output files --- .../data/data/eight_schools.json | 5 + ...ght_schools-eight_schools_noncentered.json | 122 ++++++++++++++++++ ...s-eight_schools_noncentered.pymc.info.json | 1 + 3 files changed, 128 insertions(+) create mode 100644 posterior_database/data/data/eight_schools.json create mode 100644 posterior_database/reference_posteriors/draws/draws/eight_schools-eight_schools_noncentered.json create mode 100644 posterior_database/reference_posteriors/draws/info/eight_schools-eight_schools_noncentered.pymc.info.json diff --git a/posterior_database/data/data/eight_schools.json b/posterior_database/data/data/eight_schools.json new file mode 100644 index 00000000..ac1e9989 --- /dev/null +++ b/posterior_database/data/data/eight_schools.json @@ -0,0 +1,5 @@ +{ + "J": 8, + "y": [28, 8, -3, 7, -1, 1, 18, 12], + "sigma": [15, 10, 16, 11, 9, 11, 10, 18] +} diff --git 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3.46404780125157, 0.904945565089303, 1.05626752642854, 21.1892232204558, 2.65918956975347, 2.53664365760877, 6.60944447671491, 2.10156357942696, 6.05821941997084, 4.0325475521696, 0.915313753788002, 5.14859498223275, 1.62034403382475, 3.09807118666218, 5.04154487841247, 3.95785320605706, 1.89947657026868, 7.24701481671206, 2.00970915673199, 0.749392121060776, 0.579837182291891, 7.8650469735373] + } +] diff --git a/posterior_database/reference_posteriors/draws/info/eight_schools-eight_schools_noncentered.pymc.info.json b/posterior_database/reference_posteriors/draws/info/eight_schools-eight_schools_noncentered.pymc.info.json new file mode 100644 index 00000000..4670f9e5 --- /dev/null +++ b/posterior_database/reference_posteriors/draws/info/eight_schools-eight_schools_noncentered.pymc.info.json @@ -0,0 +1 @@ +{"name": "eight_schools-eight_schools_noncentered", "inference": {"method": "pymc_sampling", "method_arguments": {"chains": 10, "iter": 3000, "warmup": 1000, "thin": 1, "seed": 4711, "control": {"adapt_delta": 0.95}}}, "diagnostics": {"diagnostic_information": {"names": ["mu", "tau", "theta[0]", "theta[1]", "theta[2]", "theta[3]", "theta[4]", "theta[5]", "theta[6]", "theta[7]"]}, "ndraws": 20000, "nchains": 10, "effective_sample_size_bulk": [19657.0, 11821.0, 17136.0, 19976.0, 18096.0, 19727.0, 19315.0, 19180.0, 18853.0, 18420.0], "effective_sample_size_tail": [14859.0, 10546.0, 14445.0, 17196.0, 15365.0, 16743.0, 16464.0, 16186.0, 16037.0, 15791.0], "r_hat": [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0], "divergent_transitions": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], "expected_fraction_of_missing_information": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0]}, "checks_made": {"ndraws_is_10k": true, "nchains_is_gte_4": true, "ess_within_bounds": true, "r_hat_below_1_01": true, "efmi_above_0_2": false}, "comments": "", "added_by": "Chris Fonnesbeck", "added_date": "2024-08-11", "versions": {"pymc_version": "5.16.2+11.gb407c01ac.dirty", "python_version": "3.11.9 | packaged by conda-forge | (main, Apr 19 2024, 18:36:13) [GCC 12.3.0]", "python_environment": "['Babel==2.14.0', 'Brotli==1.1.0', 'MarkupSafe==2.1.5', 'PySocks==1.7.1', 'PyYAML==6.0.1', 'SQLAlchemy==2.0.31', 'absl-py==2.1.0', 'accessible-pygments==0.0.5', 'alabaster==0.7.16', 'arviz==0.18.0', 'asttokens==2.4.1', 'attrs==23.2.0', 'beautifulsoup4==4.12.3', 'betterproto==2.0.0b6', 'blackjax==0.0.0', 'bleach==6.1.0', 'cached-property==1.5.2', 'cachetools==5.3.3', 'certifi==2024.7.4', 'cffi==1.16.0', 'cfgv==3.3.1', 'charset-normalizer==3.3.2', 'chex==0.1.86', 'click==8.1.7', 'cloudpickle==3.0.0', 'colorama==0.4.6', 'comm==0.2.2', 'cons==0.4.6', 'contourpy==1.2.1', 'coverage==7.5.4', 'cycler==0.12.1', 'debugpy==1.8.2', 'decorator==5.1.1', 'defusedxml==0.7.1', 'distlib==0.3.8', 'dm-tree==0.1.8', 'docutils==0.21.2', 'entrypoints==0.4', 'etils==1.9.2', 'etuples==0.3.9', 'exceptiongroup==1.2.0', 'executing==2.0.1', 'fastjsonschema==2.20.0', 'fastprogress==1.0.3', 'filelock==3.15.4', 'fonttools==4.53.0', 'graphviz==0.20.3', 'greenlet==3.0.3', 'grpclib==0.4.7', 'h2==4.1.0', 'h5netcdf==1.3.0', 'h5py==3.11.0', 'hagelkorn==1.2.3', 'hpack==4.0.0', 'hyperframe==6.0.1', 'identify==2.5.36', 'idna==3.7', 'imagesize==1.4.1', 'importlib-metadata==8.0.0', 'importlib-resources==6.4.0', 'iniconfig==2.0.0', 'ipykernel==6.29.4', 'ipython==8.25.0', 'ipywidgets==8.1.3', 'jax==0.4.28', 'jaxlib==0.4.28.dev20240710', 'jaxopt==0.8.3', 'jedi==0.19.1', 'jinja2==3.1.4', 'joblib==1.4.2', 'jsonschema==4.22.0', 'jsonschema-specifications==2023.12.1', 'jupyter-cache==1.0.0', 'jupyter-client==8.6.2', 'jupyter-core==5.7.2', 'jupyter-sphinx==0.5.3', 'jupyterlab-pygments==0.3.0', 'jupyterlab-widgets==3.0.11', 'kiwisolver==1.4.5', 'logical-unification==0.4.6', 'markdown-it-py==3.0.0', 'matplotlib==3.8.4', 'matplotlib-inline==0.1.7', 'mcbackend==0.5.2', 'mdit-py-plugins==0.4.1', 'mdurl==0.1.2', 'miniKanren==1.0.3', 'mistune==3.0.2', 'mkl-service==2.4.1', 'ml-dtypes==0.4.0', 'multidict==6.0.5', 'multipledispatch==0.6.0', 'munkres==1.1.4', 'mypy==1.5.1', 'mypy-extensions==1.0.0', 'myst-nb==1.1.0', 'myst-parser==3.0.1', 'nbclient==0.10.0', 'nbconvert==7.16.4', 'nbformat==5.10.4', 'nest-asyncio==1.6.0', 'networkx==3.3', 'nodeenv==1.9.1', 'numdifftools==0.9.41', 'numpy==1.26.4', 'numpydoc==1.7.0', 'numpyro==0.15.1', 'opt-einsum==3.3.0', 'optax==0.2.2', 'packaging==24.1', 'pandas==2.2.2', 'pandocfilters==1.5.0', 'parso==0.8.4', 'pexpect==4.9.0', 'pickleshare==0.7.5', 'pillow==10.3.0', 'pip==24.0', 'pkgutil-resolve-name==1.3.10', 'platformdirs==4.2.2', 'pluggy==1.5.0', 'polyagamma==1.3.6', 'pre-commit==3.7.1', 'prompt-toolkit==3.0.47', 'psutil==6.0.0', 'ptyprocess==0.7.0', 'pure-eval==0.2.2', 'pycparser==2.22', 'pydata-sphinx-theme==0.14.4', 'pygments==2.18.0', 'pymc==5.16.2+11.gb407c01ac.dirty', 'pymc-experimental==0.1.1', 'pymc-sphinx-theme==0.14.0', 'pyparsing==3.1.2', 'pytensor==2.25.2', 'pytest==8.2.2', 'pytest-cov==5.0.0', 'python-dateutil==2.9.0', 'pytz==2024.1', 'pyzmq==26.0.3', 'referencing==0.35.1', 'requests==2.32.3', 'rich==13.7.1', 'rpds-py==0.18.1', 'scikit-learn==1.5.1', 'scipy==1.13.1', 'setuptools==70.1.1', 'six==1.16.0', 'snowballstemmer==2.2.0', 'soupsieve==2.5', 'sphinx==7.3.7', 'sphinx-copybutton==0.5.2', 'sphinx-design==0.6.0', 'sphinx-notfound-page==1.0.2', 'sphinx-remove-toctrees==1.0.0.post1', 'sphinxcontrib-applehelp==1.0.8', 'sphinxcontrib-devhelp==1.0.6', 'sphinxcontrib-htmlhelp==2.0.5', 'sphinxcontrib-jsmath==1.0.1', 'sphinxcontrib-qthelp==1.0.7', 'sphinxcontrib-serializinghtml==1.1.10', 'sphinxext-rediraffe==0.2.7', 'stack-data==0.6.2', 'tabulate==0.9.0', 'threadpoolctl==3.5.0', 'tinycss2==1.3.0', 'toml==0.10.2', 'tomli==2.0.1', 'toolz==0.12.1', 'tornado==6.4.1', 'tqdm==4.66.4', 'traitlets==5.14.3', 'types-cachetools==5.3.0.7', 'typing-extensions==4.12.2', 'tzdata==2024.1', 'ukkonen==1.0.1', 'urllib3==2.2.2', 'virtualenv==20.26.3', 'watermark==2.4.3', 'wcwidth==0.2.13', 'webencodings==0.5.1', 'wheel==0.43.0', 'widgetsnbextension==4.0.11', 'xarray==2024.6.0', 'xarray-einstats==0.7.0', 'zipp==3.19.2', 'zstandard==0.22.0']"}} \ No newline at end of file From ddedde99e9e7111c51f9e38ffab0a7d8ac913d6e Mon Sep 17 00:00:00 2001 From: Chris Fonnesbeck Date: Mon, 12 Aug 2024 07:50:53 -0500 Subject: [PATCH 03/10] Removed PyMC3 version --- .../info/eight_schools_noncentered.info.json | 3 --- .../models/pymc3/eight_schools_noncentered.py | 18 ------------------ 2 files changed, 21 deletions(-) delete mode 100644 posterior_database/models/pymc3/eight_schools_noncentered.py diff --git a/posterior_database/models/info/eight_schools_noncentered.info.json b/posterior_database/models/info/eight_schools_noncentered.info.json index 383b6530..6d811a7e 100644 --- a/posterior_database/models/info/eight_schools_noncentered.info.json +++ b/posterior_database/models/info/eight_schools_noncentered.info.json @@ -13,9 +13,6 @@ "model_code": "models/stan/eight_schools_noncentered.stan", "stan_version": ">=2.26.0" }, - "pymc3": { - "model_code": "models/pymc3/eight_schools_noncentered.py" - }, "pymc": { "model_code": "models/pymc/eight_schools_noncentered.py" } diff --git a/posterior_database/models/pymc3/eight_schools_noncentered.py b/posterior_database/models/pymc3/eight_schools_noncentered.py deleted file mode 100644 index 91b6c611..00000000 --- a/posterior_database/models/pymc3/eight_schools_noncentered.py +++ /dev/null @@ -1,18 +0,0 @@ -import numpy as np -import pymc3 as pm3 - - -def model(data): - J = data["J"] # number of schools - y_obs = np.array(data["y"]) # estimated treatment - sigma = np.array(data["sigma"]) # std of estimated effect - with pm3.Model() as pymc_model: - - mu = pm3.Normal( - "mu", mu=0, sd=5 - ) # hyper-parameter of mean, non-informative prior - tau = pm3.Cauchy("tau", alpha=0, beta=5) # hyper-parameter of sd - theta_trans = pm3.Normal("theta_trans", mu=0, sd=1, shape=J) - theta = mu + tau * theta_trans - y = pm3.Normal("y", mu=theta, sd=sigma, observed=y_obs) - return pymc_model From 10ece3bb63ee0468575348e59ffc963c05fe3ddd Mon Sep 17 00:00:00 2001 From: Chris Fonnesbeck Date: Mon, 12 Aug 2024 08:07:06 -0500 Subject: [PATCH 04/10] Deleted data json --- posterior_database/data/data/eight_schools.json | 5 ----- 1 file changed, 5 deletions(-) delete mode 100644 posterior_database/data/data/eight_schools.json diff --git a/posterior_database/data/data/eight_schools.json b/posterior_database/data/data/eight_schools.json deleted file mode 100644 index ac1e9989..00000000 --- a/posterior_database/data/data/eight_schools.json +++ /dev/null @@ -1,5 +0,0 @@ -{ - "J": 8, - "y": [28, 8, -3, 7, -1, 1, 18, 12], - "sigma": [15, 10, 16, 11, 9, 11, 10, 18] -} From d1f024144396808f31a3246936612c6f2cf93aa2 Mon Sep 17 00:00:00 2001 From: Chris Fonnesbeck Date: Mon, 12 Aug 2024 08:10:03 -0500 Subject: [PATCH 05/10] Zip draws json --- ...ools-eight_schools_noncentered.pymc.info.json | 1 - ...-eight_schools_noncentered.pymc.info.json.zip | Bin 0 -> 2547 bytes 2 files changed, 1 deletion(-) delete mode 100644 posterior_database/reference_posteriors/draws/info/eight_schools-eight_schools_noncentered.pymc.info.json create mode 100644 posterior_database/reference_posteriors/draws/info/eight_schools-eight_schools_noncentered.pymc.info.json.zip diff --git a/posterior_database/reference_posteriors/draws/info/eight_schools-eight_schools_noncentered.pymc.info.json b/posterior_database/reference_posteriors/draws/info/eight_schools-eight_schools_noncentered.pymc.info.json deleted file mode 100644 index 4670f9e5..00000000 --- a/posterior_database/reference_posteriors/draws/info/eight_schools-eight_schools_noncentered.pymc.info.json +++ /dev/null @@ -1 +0,0 @@ -{"name": "eight_schools-eight_schools_noncentered", "inference": {"method": "pymc_sampling", "method_arguments": {"chains": 10, "iter": 3000, "warmup": 1000, "thin": 1, "seed": 4711, "control": {"adapt_delta": 0.95}}}, "diagnostics": {"diagnostic_information": {"names": ["mu", "tau", "theta[0]", "theta[1]", "theta[2]", "theta[3]", "theta[4]", "theta[5]", "theta[6]", "theta[7]"]}, "ndraws": 20000, "nchains": 10, "effective_sample_size_bulk": [19657.0, 11821.0, 17136.0, 19976.0, 18096.0, 19727.0, 19315.0, 19180.0, 18853.0, 18420.0], "effective_sample_size_tail": [14859.0, 10546.0, 14445.0, 17196.0, 15365.0, 16743.0, 16464.0, 16186.0, 16037.0, 15791.0], "r_hat": [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0], "divergent_transitions": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], "expected_fraction_of_missing_information": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0]}, "checks_made": {"ndraws_is_10k": true, "nchains_is_gte_4": true, "ess_within_bounds": true, "r_hat_below_1_01": true, "efmi_above_0_2": false}, "comments": "", "added_by": "Chris Fonnesbeck", "added_date": "2024-08-11", "versions": {"pymc_version": "5.16.2+11.gb407c01ac.dirty", "python_version": "3.11.9 | packaged by conda-forge | (main, Apr 19 2024, 18:36:13) [GCC 12.3.0]", "python_environment": "['Babel==2.14.0', 'Brotli==1.1.0', 'MarkupSafe==2.1.5', 'PySocks==1.7.1', 'PyYAML==6.0.1', 'SQLAlchemy==2.0.31', 'absl-py==2.1.0', 'accessible-pygments==0.0.5', 'alabaster==0.7.16', 'arviz==0.18.0', 'asttokens==2.4.1', 'attrs==23.2.0', 'beautifulsoup4==4.12.3', 'betterproto==2.0.0b6', 'blackjax==0.0.0', 'bleach==6.1.0', 'cached-property==1.5.2', 'cachetools==5.3.3', 'certifi==2024.7.4', 'cffi==1.16.0', 'cfgv==3.3.1', 'charset-normalizer==3.3.2', 'chex==0.1.86', 'click==8.1.7', 'cloudpickle==3.0.0', 'colorama==0.4.6', 'comm==0.2.2', 'cons==0.4.6', 'contourpy==1.2.1', 'coverage==7.5.4', 'cycler==0.12.1', 'debugpy==1.8.2', 'decorator==5.1.1', 'defusedxml==0.7.1', 'distlib==0.3.8', 'dm-tree==0.1.8', 'docutils==0.21.2', 'entrypoints==0.4', 'etils==1.9.2', 'etuples==0.3.9', 'exceptiongroup==1.2.0', 'executing==2.0.1', 'fastjsonschema==2.20.0', 'fastprogress==1.0.3', 'filelock==3.15.4', 'fonttools==4.53.0', 'graphviz==0.20.3', 'greenlet==3.0.3', 'grpclib==0.4.7', 'h2==4.1.0', 'h5netcdf==1.3.0', 'h5py==3.11.0', 'hagelkorn==1.2.3', 'hpack==4.0.0', 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1 file changed, 122 deletions(-) delete mode 100644 posterior_database/reference_posteriors/draws/draws/eight_schools-eight_schools_noncentered.json diff --git a/posterior_database/reference_posteriors/draws/draws/eight_schools-eight_schools_noncentered.json b/posterior_database/reference_posteriors/draws/draws/eight_schools-eight_schools_noncentered.json deleted file mode 100644 index 2ba1c90b..00000000 --- a/posterior_database/reference_posteriors/draws/draws/eight_schools-eight_schools_noncentered.json +++ /dev/null @@ -1,122 +0,0 @@ -[ - { - "theta[1]": [10.6802773011458, 6.45383910854259, -2.24162964640445, 2.46002311906488, 5.62488583140483, 7.50336783926614, 7.81599603245006, 5.01930011367663, 10.0453731387824, 5.18654343159969, 18.6991518451465, 8.87556423359689, 7.57183387302954, 5.83179152662123, 6.75371396788863, 9.01736103841979, 34.65218055001, 5.91273269461576, 11.3040343432879, 3.80430897078554, 1.8672887763682, 6.60923707667372, 7.13371121164648, 16.4020024013288, 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7.8650469735373] - } -] From 8cee381511b03c136378760fe047c4279e218d35 Mon Sep 17 00:00:00 2001 From: Chris Fonnesbeck Date: Mon, 12 Aug 2024 08:24:52 -0500 Subject: [PATCH 09/10] Add posterior info file --- .../info/eight_schools-eight_schools_noncentered.pymc.info.json | 1 + 1 file changed, 1 insertion(+) create mode 100644 posterior_database/reference_posteriors/draws/info/eight_schools-eight_schools_noncentered.pymc.info.json diff --git a/posterior_database/reference_posteriors/draws/info/eight_schools-eight_schools_noncentered.pymc.info.json b/posterior_database/reference_posteriors/draws/info/eight_schools-eight_schools_noncentered.pymc.info.json new file mode 100644 index 00000000..3eda65f2 --- /dev/null +++ b/posterior_database/reference_posteriors/draws/info/eight_schools-eight_schools_noncentered.pymc.info.json @@ -0,0 +1 @@ +{"name": "eight_schools-eight_schools_noncentered", "inference": {"method": "pymc_sampling", "method_arguments": {"chains": 10, "iter": 3000, "warmup": 1000, "thin": 1, "seed": 4711, "control": {"adapt_delta": 0.95}}}, "diagnostics": {"diagnostic_information": {"names": ["mu", "tau", "theta[0]", "theta[1]", "theta[2]", "theta[3]", "theta[4]", "theta[5]", "theta[6]", "theta[7]"]}, "ndraws": 20000, "nchains": 10, "effective_sample_size_bulk": [19657.0, 11821.0, 17136.0, 19976.0, 18096.0, 19727.0, 19315.0, 19180.0, 18853.0, 18420.0], "effective_sample_size_tail": [14859.0, 10546.0, 14445.0, 17196.0, 15365.0, 16743.0, 16464.0, 16186.0, 16037.0, 15791.0], "r_hat": [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0], "divergent_transitions": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], "expected_fraction_of_missing_information": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0]}, "checks_made": {"ndraws_is_10k": true, "nchains_is_gte_4": true, "ess_within_bounds": true, "r_hat_below_1_01": true, "efmi_above_0_2": false}, "comments": "", "added_by": "Chris Fonnesbeck", "added_date": "2024-08-12", "versions": {"pymc_version": "5.16.2+11.gb407c01ac.dirty", "python_version": "3.11.9 | packaged by conda-forge | (main, Apr 19 2024, 18:36:13) [GCC 12.3.0]", "python_environment": "['Babel==2.14.0', 'Brotli==1.1.0', 'MarkupSafe==2.1.5', 'PySocks==1.7.1', 'PyYAML==6.0.1', 'SQLAlchemy==2.0.31', 'absl-py==2.1.0', 'accessible-pygments==0.0.5', 'alabaster==0.7.16', 'arviz==0.18.0', 'asttokens==2.4.1', 'attrs==23.2.0', 'beautifulsoup4==4.12.3', 'betterproto==2.0.0b6', 'blackjax==0.0.0', 'bleach==6.1.0', 'cached-property==1.5.2', 'cachetools==5.3.3', 'certifi==2024.7.4', 'cffi==1.16.0', 'cfgv==3.3.1', 'charset-normalizer==3.3.2', 'chex==0.1.86', 'click==8.1.7', 'cloudpickle==3.0.0', 'colorama==0.4.6', 'comm==0.2.2', 'cons==0.4.6', 'contourpy==1.2.1', 'coverage==7.5.4', 'cycler==0.12.1', 'debugpy==1.8.2', 'decorator==5.1.1', 'defusedxml==0.7.1', 'distlib==0.3.8', 'dm-tree==0.1.8', 'docutils==0.21.2', 'entrypoints==0.4', 'etils==1.9.2', 'etuples==0.3.9', 'exceptiongroup==1.2.0', 'executing==2.0.1', 'fastjsonschema==2.20.0', 'fastprogress==1.0.3', 'filelock==3.15.4', 'fonttools==4.53.0', 'graphviz==0.20.3', 'greenlet==3.0.3', 'grpclib==0.4.7', 'h2==4.1.0', 'h5netcdf==1.3.0', 'h5py==3.11.0', 'hagelkorn==1.2.3', 'hpack==4.0.0', 'hyperframe==6.0.1', 'identify==2.5.36', 'idna==3.7', 'imagesize==1.4.1', 'importlib-metadata==8.0.0', 'importlib-resources==6.4.0', 'iniconfig==2.0.0', 'ipykernel==6.29.4', 'ipython==8.25.0', 'ipywidgets==8.1.3', 'jax==0.4.28', 'jaxlib==0.4.28.dev20240710', 'jaxopt==0.8.3', 'jedi==0.19.1', 'jinja2==3.1.4', 'joblib==1.4.2', 'jsonschema==4.22.0', 'jsonschema-specifications==2023.12.1', 'jupyter-cache==1.0.0', 'jupyter-client==8.6.2', 'jupyter-core==5.7.2', 'jupyter-sphinx==0.5.3', 'jupyterlab-pygments==0.3.0', 'jupyterlab-widgets==3.0.11', 'kiwisolver==1.4.5', 'logical-unification==0.4.6', 'markdown-it-py==3.0.0', 'matplotlib==3.8.4', 'matplotlib-inline==0.1.7', 'mcbackend==0.5.2', 'mdit-py-plugins==0.4.1', 'mdurl==0.1.2', 'miniKanren==1.0.3', 'mistune==3.0.2', 'mkl-service==2.4.1', 'ml-dtypes==0.4.0', 'multidict==6.0.5', 'multipledispatch==0.6.0', 'munkres==1.1.4', 'mypy==1.5.1', 'mypy-extensions==1.0.0', 'myst-nb==1.1.0', 'myst-parser==3.0.1', 'nbclient==0.10.0', 'nbconvert==7.16.4', 'nbformat==5.10.4', 'nest-asyncio==1.6.0', 'networkx==3.3', 'nodeenv==1.9.1', 'numdifftools==0.9.41', 'numpy==1.26.4', 'numpydoc==1.7.0', 'numpyro==0.15.1', 'opt-einsum==3.3.0', 'optax==0.2.2', 'packaging==24.1', 'pandas==2.2.2', 'pandocfilters==1.5.0', 'parso==0.8.4', 'pexpect==4.9.0', 'pickleshare==0.7.5', 'pillow==10.3.0', 'pip==24.0', 'pkgutil-resolve-name==1.3.10', 'platformdirs==4.2.2', 'pluggy==1.5.0', 'polyagamma==1.3.6', 'pre-commit==3.7.1', 'prompt-toolkit==3.0.47', 'psutil==6.0.0', 'ptyprocess==0.7.0', 'pure-eval==0.2.2', 'pycparser==2.22', 'pydata-sphinx-theme==0.14.4', 'pygments==2.18.0', 'pymc==5.16.2+11.gb407c01ac.dirty', 'pymc-experimental==0.1.1', 'pymc-sphinx-theme==0.14.0', 'pyparsing==3.1.2', 'pytensor==2.25.2', 'pytest==8.2.2', 'pytest-cov==5.0.0', 'python-dateutil==2.9.0', 'pytz==2024.1', 'pyzmq==26.0.3', 'referencing==0.35.1', 'requests==2.32.3', 'rich==13.7.1', 'rpds-py==0.18.1', 'scikit-learn==1.5.1', 'scipy==1.13.1', 'setuptools==70.1.1', 'six==1.16.0', 'snowballstemmer==2.2.0', 'soupsieve==2.5', 'sphinx==7.3.7', 'sphinx-copybutton==0.5.2', 'sphinx-design==0.6.0', 'sphinx-notfound-page==1.0.2', 'sphinx-remove-toctrees==1.0.0.post1', 'sphinxcontrib-applehelp==1.0.8', 'sphinxcontrib-devhelp==1.0.6', 'sphinxcontrib-htmlhelp==2.0.5', 'sphinxcontrib-jsmath==1.0.1', 'sphinxcontrib-qthelp==1.0.7', 'sphinxcontrib-serializinghtml==1.1.10', 'sphinxext-rediraffe==0.2.7', 'stack-data==0.6.2', 'tabulate==0.9.0', 'threadpoolctl==3.5.0', 'tinycss2==1.3.0', 'toml==0.10.2', 'tomli==2.0.1', 'toolz==0.12.1', 'tornado==6.4.1', 'tqdm==4.66.4', 'traitlets==5.14.3', 'types-cachetools==5.3.0.7', 'typing-extensions==4.12.2', 'tzdata==2024.1', 'ukkonen==1.0.1', 'urllib3==2.2.2', 'virtualenv==20.26.3', 'watermark==2.4.3', 'wcwidth==0.2.13', 'webencodings==0.5.1', 'wheel==0.43.0', 'widgetsnbextension==4.0.11', 'xarray==2024.6.0', 'xarray-einstats==0.7.0', 'zipp==3.19.2', 'zstandard==0.22.0']"}} \ No newline at end of file From 18da16f5efb550be0e956af898f1a32035a64b69 Mon Sep 17 00:00:00 2001 From: Chris Fonnesbeck Date: Mon, 12 Aug 2024 08:26:03 -0500 Subject: [PATCH 10/10] Add summary stats file --- .../summary_statistics/mean/mean/mean_summary.json | 1 + 1 file changed, 1 insertion(+) create mode 100644 posterior_database/reference_posteriors/summary_statistics/mean/mean/mean_summary.json diff --git a/posterior_database/reference_posteriors/summary_statistics/mean/mean/mean_summary.json b/posterior_database/reference_posteriors/summary_statistics/mean/mean/mean_summary.json new file mode 100644 index 00000000..934fdd6d --- /dev/null +++ b/posterior_database/reference_posteriors/summary_statistics/mean/mean/mean_summary.json @@ -0,0 +1 @@ +{"names": ["mu", "tau", "theta[0]", "theta[1]", "theta[2]", "theta[3]", "theta[4]", "theta[5]", "theta[6]", "theta[7]"], "mean": [4.417, 0.124, 6.252, 4.96, 3.953, 4.714, 3.607, 4.073, 6.287, 4.897], "sd": [3.327, 4.806, 5.729, 4.701, 5.252, 4.789, 4.671, 4.902, 5.14, 5.301], "mcse_mean": [0.024, 0.046, 0.045, 0.033, 0.04, 0.034, 0.034, 0.036, 0.038, 0.04]} \ No newline at end of file