2026-02-11T15:04:52,782 Created temporary directory: /tmp/pip-ephem-wheel-cache-ymib2d69
2026-02-11T15:04:52,784 Created temporary directory: /tmp/pip-build-tracker-pbdggwkl
2026-02-11T15:04:52,785 Initialized build tracking at /tmp/pip-build-tracker-pbdggwkl
2026-02-11T15:04:52,786 Created build tracker: /tmp/pip-build-tracker-pbdggwkl
2026-02-11T15:04:52,786 Entered build tracker: /tmp/pip-build-tracker-pbdggwkl
2026-02-11T15:04:52,788 Created temporary directory: /tmp/pip-wheel-pylfncu4
2026-02-11T15:04:52,792 DEPRECATION: --no-binary currently disables reading from the cache of locally built wheels. In the future --no-binary will not influence the wheel cache. pip 23.1 will enforce this behaviour change. A possible replacement is to use the --no-cache-dir option. You can use the flag --use-feature=no-binary-enable-wheel-cache to test the upcoming behaviour. Discussion can be found at https://github.com/pypa/pip/issues/11453
2026-02-11T15:04:52,806 Created temporary directory: /tmp/pip-ephem-wheel-cache-s7j4ghz4
2026-02-11T15:04:52,862 Looking in indexes: https://pypi.org/simple, https://www.piwheels.org/simple
2026-02-11T15:04:52,866 2 location(s) to search for versions of nalyst:
2026-02-11T15:04:52,866 * https://pypi.org/simple/nalyst/
2026-02-11T15:04:52,866 * https://www.piwheels.org/simple/nalyst/
2026-02-11T15:04:52,869 Fetching project page and analyzing links: https://pypi.org/simple/nalyst/
2026-02-11T15:04:52,870 Getting page https://pypi.org/simple/nalyst/
2026-02-11T15:04:52,873 Found index url https://pypi.org/simple
2026-02-11T15:04:53,194 Fetched page https://pypi.org/simple/nalyst/ as application/vnd.pypi.simple.v1+json
2026-02-11T15:04:53,198   Skipping link: No binaries permitted for nalyst: https://files.pythonhosted.org/packages/b7/8d/b7ebaf70d29d5ca5ad32f514acd1799a023151f93fa8ebb1dc28e2d741ab/nalyst-1.0.0-py3-none-any.whl (from https://pypi.org/simple/nalyst/) (requires-python:>=3.6)
2026-02-11T15:04:53,200   Found link https://files.pythonhosted.org/packages/2c/55/47bac2017ac628f9155461f990fd21ae758d9f5d2a127b1fc89963eafb20/nalyst-1.0.0.tar.gz (from https://pypi.org/simple/nalyst/) (requires-python:>=3.6), version: 1.0.0
2026-02-11T15:04:53,201   Skipping link: No binaries permitted for nalyst: https://files.pythonhosted.org/packages/b0/e4/db3579d238dafbc543eee08b4c6d564dfeb191a17be8aa38907175b2521e/nalyst-1.1.0-py3-none-any.whl (from https://pypi.org/simple/nalyst/) (requires-python:>=3.6)
2026-02-11T15:04:53,203   Found link https://files.pythonhosted.org/packages/35/b3/64e9ee5f0b8be877409f8efe480d82a96c202baf7d19a1ee843f67045459/nalyst-1.1.0.tar.gz (from https://pypi.org/simple/nalyst/) (requires-python:>=3.6), version: 1.1.0
2026-02-11T15:04:53,204   Skipping link: No binaries permitted for nalyst: https://files.pythonhosted.org/packages/69/a9/aa884a268e947d5391282dca247514ce12b046743621f7516ede543993da/nalyst-2.1.1-py3-none-any.whl (from https://pypi.org/simple/nalyst/) (requires-python:>=3.10)
2026-02-11T15:04:53,205   Found link https://files.pythonhosted.org/packages/65/ff/84a89f1b640473f4abc542c1aeefd61af6203aa18e6077493fd0007469a9/nalyst-2.1.1.tar.gz (from https://pypi.org/simple/nalyst/) (requires-python:>=3.10), version: 2.1.1
2026-02-11T15:04:53,206   Skipping link: No binaries permitted for nalyst: https://files.pythonhosted.org/packages/4c/7a/fb6a5134b32dbc2f02e6feca4f08655ffd1e1b2854d212097386d0e98133/nalyst-2.1.2-py3-none-any.whl (from https://pypi.org/simple/nalyst/) (requires-python:>=3.10)
2026-02-11T15:04:53,208   Found link https://files.pythonhosted.org/packages/18/47/ca4bc998a4dd1f500f8b52b4ffbecbda33c0796e28d5ceb3c17f42ce44c6/nalyst-2.1.2.tar.gz (from https://pypi.org/simple/nalyst/) (requires-python:>=3.10), version: 2.1.2
2026-02-11T15:04:53,209 Fetching project page and analyzing links: https://www.piwheels.org/simple/nalyst/
2026-02-11T15:04:53,210 Getting page https://www.piwheels.org/simple/nalyst/
2026-02-11T15:04:53,212 Found index url https://www.piwheels.org/simple
2026-02-11T15:04:53,437 Fetched page https://www.piwheels.org/simple/nalyst/ as text/html
2026-02-11T15:04:53,440   Skipping link: No binaries permitted for nalyst: https://www.piwheels.org/simple/nalyst/nalyst-2.1.1-py3-none-any.whl#sha256=e167e17c44a13eb59549cb2df059ac88fdd41aa18a79d8b927406d2126e34449 (from https://www.piwheels.org/simple/nalyst/) (requires-python:>=3.10)
2026-02-11T15:04:53,441   Skipping link: No binaries permitted for nalyst: https://archive1.piwheels.org/simple/nalyst/nalyst-1.1.0-py3-none-any.whl#sha256=84f57e91a15efd2231e4431d7d010b74829a0ca400c75d64efc828254f57222e (from https://www.piwheels.org/simple/nalyst/) (requires-python:>=3.6)
2026-02-11T15:04:53,442   Skipping link: No binaries permitted for nalyst: https://archive1.piwheels.org/simple/nalyst/nalyst-1.0.0-py3-none-any.whl#sha256=3b0f57b98c52658f3ec115daf3c6e095e07a767d332bd36b350d7605516bd229 (from https://www.piwheels.org/simple/nalyst/) (requires-python:>=3.6)
2026-02-11T15:04:53,443 Skipping link: not a file: https://www.piwheels.org/simple/nalyst/
2026-02-11T15:04:53,443 Skipping link: not a file: https://pypi.org/simple/nalyst/
2026-02-11T15:04:53,479 Given no hashes to check 1 links for project 'nalyst': discarding no candidates
2026-02-11T15:04:53,534 Collecting nalyst==2.1.2
2026-02-11T15:04:53,556   Created temporary directory: /tmp/pip-unpack-5a6_alv4
2026-02-11T15:04:53,829   Downloading nalyst-2.1.2.tar.gz (329 kB)
2026-02-11T15:04:54,541   Added nalyst==2.1.2 from https://files.pythonhosted.org/packages/18/47/ca4bc998a4dd1f500f8b52b4ffbecbda33c0796e28d5ceb3c17f42ce44c6/nalyst-2.1.2.tar.gz to build tracker '/tmp/pip-build-tracker-pbdggwkl'
2026-02-11T15:04:54,549   Created temporary directory: /tmp/pip-build-env-l2eabn9s
2026-02-11T15:04:54,554   Installing build dependencies: started
2026-02-11T15:04:54,556   Running command pip subprocess to install build dependencies
2026-02-11T15:04:56,388   Using pip 23.0.1 from /usr/lib/python3/dist-packages/pip (python 3.11)
2026-02-11T15:04:57,385   DEPRECATION: --no-binary currently disables reading from the cache of locally built wheels. In the future --no-binary will not influence the wheel cache. pip 23.1 will enforce this behaviour change. A possible replacement is to use the --no-cache-dir option. You can use the flag --use-feature=no-binary-enable-wheel-cache to test the upcoming behaviour. Discussion can be found at https://github.com/pypa/pip/issues/11453
2026-02-11T15:04:57,452   Looking in indexes: https://pypi.org/simple, https://www.piwheels.org/simple
2026-02-11T15:04:59,982   Collecting setuptools>=61.0
2026-02-11T15:05:00,007     Using cached setuptools-82.0.0-py3-none-any.whl (1.0 MB)
2026-02-11T15:05:00,367   Collecting wheel
2026-02-11T15:05:00,384     Using cached https://www.piwheels.org/simple/wheel/wheel-0.46.3-py3-none-any.whl (30 kB)
2026-02-11T15:05:00,601   Collecting packaging>=24.0
2026-02-11T15:05:00,620     Using cached https://www.piwheels.org/simple/packaging/packaging-26.0-py3-none-any.whl (74 kB)
2026-02-11T15:05:05,181   Installing collected packages: setuptools, packaging, wheel
2026-02-11T15:05:09,725     Creating /tmp/pip-build-env-l2eabn9s/overlay/local/bin
2026-02-11T15:05:09,728     changing mode of /tmp/pip-build-env-l2eabn9s/overlay/local/bin/wheel to 755
2026-02-11T15:05:09,754   Successfully installed packaging-26.0 setuptools-82.0.0 wheel-0.46.3
2026-02-11T15:05:10,223   Installing build dependencies: finished with status 'done'
2026-02-11T15:05:10,232   Getting requirements to build wheel: started
2026-02-11T15:05:10,234   Running command Getting requirements to build wheel
2026-02-11T15:05:11,407   running egg_info
2026-02-11T15:05:11,441   writing nalyst.egg-info/PKG-INFO
2026-02-11T15:05:11,467   writing dependency_links to nalyst.egg-info/dependency_links.txt
2026-02-11T15:05:11,474   writing requirements to nalyst.egg-info/requires.txt
2026-02-11T15:05:11,475   writing top-level names to nalyst.egg-info/top_level.txt
2026-02-11T15:05:11,655   reading manifest file 'nalyst.egg-info/SOURCES.txt'
2026-02-11T15:05:11,689   adding license file 'LICENSE'
2026-02-11T15:05:11,701   writing manifest file 'nalyst.egg-info/SOURCES.txt'
2026-02-11T15:05:11,846   Getting requirements to build wheel: finished with status 'done'
2026-02-11T15:05:11,850   Created temporary directory: /tmp/pip-modern-metadata-ixh598je
2026-02-11T15:05:11,853   Preparing metadata (pyproject.toml): started
2026-02-11T15:05:11,855   Running command Preparing metadata (pyproject.toml)
2026-02-11T15:05:12,877   running dist_info
2026-02-11T15:05:12,889   creating /tmp/pip-modern-metadata-ixh598je/nalyst.egg-info
2026-02-11T15:05:12,890   writing /tmp/pip-modern-metadata-ixh598je/nalyst.egg-info/PKG-INFO
2026-02-11T15:05:12,902   writing dependency_links to /tmp/pip-modern-metadata-ixh598je/nalyst.egg-info/dependency_links.txt
2026-02-11T15:05:12,908   writing requirements to /tmp/pip-modern-metadata-ixh598je/nalyst.egg-info/requires.txt
2026-02-11T15:05:12,909   writing top-level names to /tmp/pip-modern-metadata-ixh598je/nalyst.egg-info/top_level.txt
2026-02-11T15:05:12,911   writing manifest file '/tmp/pip-modern-metadata-ixh598je/nalyst.egg-info/SOURCES.txt'
2026-02-11T15:05:12,985   reading manifest file '/tmp/pip-modern-metadata-ixh598je/nalyst.egg-info/SOURCES.txt'
2026-02-11T15:05:12,987   adding license file 'LICENSE'
2026-02-11T15:05:12,997   writing manifest file '/tmp/pip-modern-metadata-ixh598je/nalyst.egg-info/SOURCES.txt'
2026-02-11T15:05:12,998   creating '/tmp/pip-modern-metadata-ixh598je/nalyst-2.1.2.dist-info'
2026-02-11T15:05:13,211   Preparing metadata (pyproject.toml): finished with status 'done'
2026-02-11T15:05:13,218   Source in /tmp/pip-wheel-pylfncu4/nalyst_afd1fd9f529f4566aaabe36cda8e0771 has version 2.1.2, which satisfies requirement nalyst==2.1.2 from https://files.pythonhosted.org/packages/18/47/ca4bc998a4dd1f500f8b52b4ffbecbda33c0796e28d5ceb3c17f42ce44c6/nalyst-2.1.2.tar.gz
2026-02-11T15:05:13,219   Removed nalyst==2.1.2 from https://files.pythonhosted.org/packages/18/47/ca4bc998a4dd1f500f8b52b4ffbecbda33c0796e28d5ceb3c17f42ce44c6/nalyst-2.1.2.tar.gz from build tracker '/tmp/pip-build-tracker-pbdggwkl'
2026-02-11T15:05:13,246 Created temporary directory: /tmp/pip-unpack-otsf7j94
2026-02-11T15:05:13,246 Building wheels for collected packages: nalyst
2026-02-11T15:05:13,252   Created temporary directory: /tmp/pip-wheel-95cgcqws
2026-02-11T15:05:13,253   Destination directory: /tmp/pip-wheel-95cgcqws
2026-02-11T15:05:13,256   Building wheel for nalyst (pyproject.toml): started
2026-02-11T15:05:13,257   Running command Building wheel for nalyst (pyproject.toml)
2026-02-11T15:05:14,380   running bdist_wheel
2026-02-11T15:05:14,425   running build
2026-02-11T15:05:14,426   running build_py
2026-02-11T15:05:14,433   creating build/lib/nalyst
2026-02-11T15:05:14,436   copying nalyst/__init__.py -> build/lib/nalyst
2026-02-11T15:05:14,439   copying nalyst/exceptions.py -> build/lib/nalyst
2026-02-11T15:05:14,443   creating build/lib/nalyst/gam
2026-02-11T15:05:14,444   copying nalyst/gam/terms.py -> build/lib/nalyst/gam
2026-02-11T15:05:14,447   copying nalyst/gam/__init__.py -> build/lib/nalyst/gam
2026-02-11T15:05:14,450   copying nalyst/gam/core.py -> build/lib/nalyst/gam
2026-02-11T15:05:14,454   creating build/lib/nalyst/survival
2026-02-11T15:05:14,455   copying nalyst/survival/__init__.py -> build/lib/nalyst/survival
2026-02-11T15:05:14,458   copying nalyst/survival/cox.py -> build/lib/nalyst/survival
2026-02-11T15:05:14,461   copying nalyst/survival/kaplan_meier.py -> build/lib/nalyst/survival
2026-02-11T15:05:14,464   copying nalyst/survival/tests.py -> build/lib/nalyst/survival
2026-02-11T15:05:14,467   copying nalyst/survival/parametric.py -> build/lib/nalyst/survival
2026-02-11T15:05:14,471   creating build/lib/nalyst/reduction
2026-02-11T15:05:14,472   copying nalyst/reduction/factor.py -> build/lib/nalyst/reduction
2026-02-11T15:05:14,476   copying nalyst/reduction/__init__.py -> build/lib/nalyst/reduction
2026-02-11T15:05:14,478   copying nalyst/reduction/svd.py -> build/lib/nalyst/reduction
2026-02-11T15:05:14,481   copying nalyst/reduction/ica.py -> build/lib/nalyst/reduction
2026-02-11T15:05:14,484   copying nalyst/reduction/pca.py -> build/lib/nalyst/reduction
2026-02-11T15:05:14,488   copying nalyst/reduction/nmf.py -> build/lib/nalyst/reduction
2026-02-11T15:05:14,491   copying nalyst/reduction/lda.py -> build/lib/nalyst/reduction
2026-02-11T15:05:14,494   creating build/lib/nalyst/manifold
2026-02-11T15:05:14,495   copying nalyst/manifold/tsne.py -> build/lib/nalyst/manifold
2026-02-11T15:05:14,498   copying nalyst/manifold/__init__.py -> build/lib/nalyst/manifold
2026-02-11T15:05:14,500   copying nalyst/manifold/mds.py -> build/lib/nalyst/manifold
2026-02-11T15:05:14,503   copying nalyst/manifold/spectral.py -> build/lib/nalyst/manifold
2026-02-11T15:05:14,506   copying nalyst/manifold/isomap.py -> build/lib/nalyst/manifold
2026-02-11T15:05:14,509   copying nalyst/manifold/lle.py -> build/lib/nalyst/manifold
2026-02-11T15:05:14,512   creating build/lib/nalyst/evaluation
2026-02-11T15:05:14,513   copying nalyst/evaluation/validation.py -> build/lib/nalyst/evaluation
2026-02-11T15:05:14,516   copying nalyst/evaluation/__init__.py -> build/lib/nalyst/evaluation
2026-02-11T15:05:14,518   copying nalyst/evaluation/splitting.py -> build/lib/nalyst/evaluation
2026-02-11T15:05:14,521   copying nalyst/evaluation/search.py -> build/lib/nalyst/evaluation
2026-02-11T15:05:14,525   creating build/lib/nalyst/workflow
2026-02-11T15:05:14,526   copying nalyst/workflow/__init__.py -> build/lib/nalyst/workflow
2026-02-11T15:05:14,529   copying nalyst/workflow/function_transformer.py -> build/lib/nalyst/workflow
2026-02-11T15:05:14,532   copying nalyst/workflow/union.py -> build/lib/nalyst/workflow
2026-02-11T15:05:14,534   copying nalyst/workflow/pipeline.py -> build/lib/nalyst/workflow
2026-02-11T15:05:14,538   copying nalyst/workflow/column_transformer.py -> build/lib/nalyst/workflow
2026-02-11T15:05:14,541   creating build/lib/nalyst/covariance
2026-02-11T15:05:14,543   copying nalyst/covariance/__init__.py -> build/lib/nalyst/covariance
2026-02-11T15:05:14,545   copying nalyst/covariance/empirical.py -> build/lib/nalyst/covariance
2026-02-11T15:05:14,548   copying nalyst/covariance/robust.py -> build/lib/nalyst/covariance
2026-02-11T15:05:14,551   copying nalyst/covariance/shrunk.py -> build/lib/nalyst/covariance
2026-02-11T15:05:14,555   creating build/lib/nalyst/timeseries
2026-02-11T15:05:14,556   copying nalyst/timeseries/exponential.py -> build/lib/nalyst/timeseries
2026-02-11T15:05:14,559   copying nalyst/timeseries/stationarity.py -> build/lib/nalyst/timeseries
2026-02-11T15:05:14,562   copying nalyst/timeseries/arima.py -> build/lib/nalyst/timeseries
2026-02-11T15:05:14,565   copying nalyst/timeseries/__init__.py -> build/lib/nalyst/timeseries
2026-02-11T15:05:14,568   copying nalyst/timeseries/var.py -> build/lib/nalyst/timeseries
2026-02-11T15:05:14,571   copying nalyst/timeseries/autocorrelation.py -> build/lib/nalyst/timeseries
2026-02-11T15:05:14,574   copying nalyst/timeseries/decomposition.py -> build/lib/nalyst/timeseries
2026-02-11T15:05:14,577   creating build/lib/nalyst/datasets
2026-02-11T15:05:14,578   copying nalyst/datasets/base.py -> build/lib/nalyst/datasets
2026-02-11T15:05:14,581   copying nalyst/datasets/generators.py -> build/lib/nalyst/datasets
2026-02-11T15:05:14,584   copying nalyst/datasets/__init__.py -> build/lib/nalyst/datasets
2026-02-11T15:05:14,587   copying nalyst/datasets/loaders.py -> build/lib/nalyst/datasets
2026-02-11T15:05:14,591   creating build/lib/nalyst/semi_supervised
2026-02-11T15:05:14,592   copying nalyst/semi_supervised/__init__.py -> build/lib/nalyst/semi_supervised
2026-02-11T15:05:14,595   copying nalyst/semi_supervised/self_training.py -> build/lib/nalyst/semi_supervised
2026-02-11T15:05:14,598   copying nalyst/semi_supervised/label_propagation.py -> build/lib/nalyst/semi_supervised
2026-02-11T15:05:14,601   creating build/lib/nalyst/metrics
2026-02-11T15:05:14,602   copying nalyst/metrics/__init__.py -> build/lib/nalyst/metrics
2026-02-11T15:05:14,605   copying nalyst/metrics/clustering.py -> build/lib/nalyst/metrics
2026-02-11T15:05:14,608   copying nalyst/metrics/classification.py -> build/lib/nalyst/metrics
2026-02-11T15:05:14,612   copying nalyst/metrics/regression.py -> build/lib/nalyst/metrics
2026-02-11T15:05:14,616   creating build/lib/nalyst/nn
2026-02-11T15:05:14,617   copying nalyst/nn/__init__.py -> build/lib/nalyst/nn
2026-02-11T15:05:14,620   copying nalyst/nn/models.py -> build/lib/nalyst/nn
2026-02-11T15:05:14,623   copying nalyst/nn/module.py -> build/lib/nalyst/nn
2026-02-11T15:05:14,626   copying nalyst/nn/utils.py -> build/lib/nalyst/nn
2026-02-11T15:05:14,628   copying nalyst/nn/tensor.py -> build/lib/nalyst/nn
2026-02-11T15:05:14,631   copying nalyst/nn/init.py -> build/lib/nalyst/nn
2026-02-11T15:05:14,634   copying nalyst/nn/functional.py -> build/lib/nalyst/nn
2026-02-11T15:05:14,638   copying nalyst/nn/data.py -> build/lib/nalyst/nn
2026-02-11T15:05:14,641   copying nalyst/nn/loss.py -> build/lib/nalyst/nn
2026-02-11T15:05:14,644   copying nalyst/nn/parameter.py -> build/lib/nalyst/nn
2026-02-11T15:05:14,647   creating build/lib/nalyst/multiclass
2026-02-11T15:05:14,649   copying nalyst/multiclass/output_code.py -> build/lib/nalyst/multiclass
2026-02-11T15:05:14,652   copying nalyst/multiclass/__init__.py -> build/lib/nalyst/multiclass
2026-02-11T15:05:14,654   copying nalyst/multiclass/ovr.py -> build/lib/nalyst/multiclass
2026-02-11T15:05:14,657   copying nalyst/multiclass/ovo.py -> build/lib/nalyst/multiclass
2026-02-11T15:05:14,661   creating build/lib/nalyst/core
2026-02-11T15:05:14,662   copying nalyst/core/validation.py -> build/lib/nalyst/core
2026-02-11T15:05:14,665   copying nalyst/core/__init__.py -> build/lib/nalyst/core
2026-02-11T15:05:14,668   copying nalyst/core/tags.py -> build/lib/nalyst/core
2026-02-11T15:05:14,671   copying nalyst/core/foundation.py -> build/lib/nalyst/core
2026-02-11T15:05:14,674   copying nalyst/core/settings.py -> build/lib/nalyst/core
2026-02-11T15:05:14,677   creating build/lib/nalyst/gaussian_process
2026-02-11T15:05:14,679   copying nalyst/gaussian_process/__init__.py -> build/lib/nalyst/gaussian_process
2026-02-11T15:05:14,681   copying nalyst/gaussian_process/gpc.py -> build/lib/nalyst/gaussian_process
2026-02-11T15:05:14,684   copying nalyst/gaussian_process/gpr.py -> build/lib/nalyst/gaussian_process
2026-02-11T15:05:14,687   copying nalyst/gaussian_process/kernels.py -> build/lib/nalyst/gaussian_process
2026-02-11T15:05:14,691   creating build/lib/nalyst/automl
2026-02-11T15:05:14,692   copying nalyst/automl/__init__.py -> build/lib/nalyst/automl
2026-02-11T15:05:14,695   copying nalyst/automl/experiment.py -> build/lib/nalyst/automl
2026-02-11T15:05:14,698   copying nalyst/automl/classification.py -> build/lib/nalyst/automl
2026-02-11T15:05:14,701   copying nalyst/automl/regression.py -> build/lib/nalyst/automl
2026-02-11T15:05:14,704   copying nalyst/automl/tuning.py -> build/lib/nalyst/automl
2026-02-11T15:05:14,707   creating build/lib/nalyst/stats
2026-02-11T15:05:14,709   copying nalyst/stats/multiple.py -> build/lib/nalyst/stats
2026-02-11T15:05:14,711   copying nalyst/stats/hypothesis.py -> build/lib/nalyst/stats
2026-02-11T15:05:14,715   copying nalyst/stats/__init__.py -> build/lib/nalyst/stats
2026-02-11T15:05:14,717   copying nalyst/stats/nonparametric.py -> build/lib/nalyst/stats
2026-02-11T15:05:14,720   copying nalyst/stats/anova.py -> build/lib/nalyst/stats
2026-02-11T15:05:14,723   copying nalyst/stats/normality.py -> build/lib/nalyst/stats
2026-02-11T15:05:14,726   copying nalyst/stats/contingency.py -> build/lib/nalyst/stats
2026-02-11T15:05:14,729   copying nalyst/stats/correlation.py -> build/lib/nalyst/stats
2026-02-11T15:05:14,731   copying nalyst/stats/power.py -> build/lib/nalyst/stats
2026-02-11T15:05:14,735   creating build/lib/nalyst/imbalance
2026-02-11T15:05:14,736   copying nalyst/imbalance/oversampling.py -> build/lib/nalyst/imbalance
2026-02-11T15:05:14,739   copying nalyst/imbalance/__init__.py -> build/lib/nalyst/imbalance
2026-02-11T15:05:14,742   copying nalyst/imbalance/combined.py -> build/lib/nalyst/imbalance
2026-02-11T15:05:14,745   copying nalyst/imbalance/undersampling.py -> build/lib/nalyst/imbalance
2026-02-11T15:05:14,748   creating build/lib/nalyst/diagnostics
2026-02-11T15:05:14,750   copying nalyst/diagnostics/__init__.py -> build/lib/nalyst/diagnostics
2026-02-11T15:05:14,753   copying nalyst/diagnostics/specification.py -> build/lib/nalyst/diagnostics
2026-02-11T15:05:14,756   copying nalyst/diagnostics/multicollinearity.py -> build/lib/nalyst/diagnostics
2026-02-11T15:05:14,759   copying nalyst/diagnostics/heteroscedasticity.py -> build/lib/nalyst/diagnostics
2026-02-11T15:05:14,762   copying nalyst/diagnostics/autocorrelation.py -> build/lib/nalyst/diagnostics
2026-02-11T15:05:14,764   copying nalyst/diagnostics/residuals.py -> build/lib/nalyst/diagnostics
2026-02-11T15:05:14,767   creating build/lib/nalyst/inspection
2026-02-11T15:05:14,769   copying nalyst/inspection/__init__.py -> build/lib/nalyst/inspection
2026-02-11T15:05:14,771   copying nalyst/inspection/partial_dependence.py -> build/lib/nalyst/inspection
2026-02-11T15:05:14,773   copying nalyst/inspection/importance.py -> build/lib/nalyst/inspection
2026-02-11T15:05:14,776   creating build/lib/nalyst/discriminant
2026-02-11T15:05:14,777   copying nalyst/discriminant/qda.py -> build/lib/nalyst/discriminant
2026-02-11T15:05:14,780   copying nalyst/discriminant/__init__.py -> build/lib/nalyst/discriminant
2026-02-11T15:05:14,782   copying nalyst/discriminant/lda.py -> build/lib/nalyst/discriminant
2026-02-11T15:05:14,785   creating build/lib/nalyst/selection
2026-02-11T15:05:14,787   copying nalyst/selection/score_functions.py -> build/lib/nalyst/selection
2026-02-11T15:05:14,790   copying nalyst/selection/__init__.py -> build/lib/nalyst/selection
2026-02-11T15:05:14,792   copying nalyst/selection/rfe.py -> build/lib/nalyst/selection
2026-02-11T15:05:14,795   copying nalyst/selection/univariate.py -> build/lib/nalyst/selection
2026-02-11T15:05:14,798   copying nalyst/selection/variance.py -> build/lib/nalyst/selection
2026-02-11T15:05:14,801   copying nalyst/selection/sequential.py -> build/lib/nalyst/selection
2026-02-11T15:05:14,804   copying nalyst/selection/model_based.py -> build/lib/nalyst/selection
2026-02-11T15:05:14,808   creating build/lib/nalyst/explainability
2026-02-11T15:05:14,810   copying nalyst/explainability/shap_explain.py -> build/lib/nalyst/explainability
2026-02-11T15:05:14,814   copying nalyst/explainability/__init__.py -> build/lib/nalyst/explainability
2026-02-11T15:05:14,816   copying nalyst/explainability/feature_importance.py -> build/lib/nalyst/explainability
2026-02-11T15:05:14,820   copying nalyst/explainability/lime_explain.py -> build/lib/nalyst/explainability
2026-02-11T15:05:14,824   creating build/lib/nalyst/quantile
2026-02-11T15:05:14,826   copying nalyst/quantile/__init__.py -> build/lib/nalyst/quantile
2026-02-11T15:05:14,830   copying nalyst/quantile/regression.py -> build/lib/nalyst/quantile
2026-02-11T15:05:14,834   creating build/lib/nalyst/learners
2026-02-11T15:05:14,835   copying nalyst/learners/__init__.py -> build/lib/nalyst/learners
2026-02-11T15:05:14,839   creating build/lib/nalyst/robust
2026-02-11T15:05:14,841   copying nalyst/robust/rlm.py -> build/lib/nalyst/robust
2026-02-11T15:05:14,844   copying nalyst/robust/m_estimators.py -> build/lib/nalyst/robust
2026-02-11T15:05:14,848   copying nalyst/robust/__init__.py -> build/lib/nalyst/robust
2026-02-11T15:05:14,851   creating build/lib/nalyst/utils
2026-02-11T15:05:14,853   copying nalyst/utils/__init__.py -> build/lib/nalyst/utils
2026-02-11T15:05:14,856   copying nalyst/utils/info.py -> build/lib/nalyst/utils
2026-02-11T15:05:14,859   copying nalyst/utils/formatting.py -> build/lib/nalyst/utils
2026-02-11T15:05:14,863   creating build/lib/nalyst/nonparametric
2026-02-11T15:05:14,865   copying nalyst/nonparametric/__init__.py -> build/lib/nalyst/nonparametric
2026-02-11T15:05:14,868   copying nalyst/nonparametric/kernel_regression.py -> build/lib/nalyst/nonparametric
2026-02-11T15:05:14,871   copying nalyst/nonparametric/kde.py -> build/lib/nalyst/nonparametric
2026-02-11T15:05:14,874   copying nalyst/nonparametric/lowess.py -> build/lib/nalyst/nonparametric
2026-02-11T15:05:14,878   creating build/lib/nalyst/calibration
2026-02-11T15:05:14,880   copying nalyst/calibration/curves.py -> build/lib/nalyst/calibration
2026-02-11T15:05:14,883   copying nalyst/calibration/__init__.py -> build/lib/nalyst/calibration
2026-02-11T15:05:14,886   copying nalyst/calibration/calibrators.py -> build/lib/nalyst/calibration
2026-02-11T15:05:14,890   creating build/lib/nalyst/glm
2026-02-11T15:05:14,892   copying nalyst/glm/links.py -> build/lib/nalyst/glm
2026-02-11T15:05:14,896   copying nalyst/glm/glm.py -> build/lib/nalyst/glm
2026-02-11T15:05:14,899   copying nalyst/glm/__init__.py -> build/lib/nalyst/glm
2026-02-11T15:05:14,902   copying nalyst/glm/families.py -> build/lib/nalyst/glm
2026-02-11T15:05:14,906   creating build/lib/nalyst/transform
2026-02-11T15:05:14,908   copying nalyst/transform/encoding.py -> build/lib/nalyst/transform
2026-02-11T15:05:14,913   copying nalyst/transform/__init__.py -> build/lib/nalyst/transform
2026-02-11T15:05:14,916   copying nalyst/transform/imputation.py -> build/lib/nalyst/transform
2026-02-11T15:05:14,919   copying nalyst/transform/discretization.py -> build/lib/nalyst/transform
2026-02-11T15:05:14,923   copying nalyst/transform/scaling.py -> build/lib/nalyst/transform
2026-02-11T15:05:14,927   creating build/lib/nalyst/clustering
2026-02-11T15:05:14,929   copying nalyst/clustering/extra.py -> build/lib/nalyst/clustering
2026-02-11T15:05:14,932   copying nalyst/clustering/__init__.py -> build/lib/nalyst/clustering
2026-02-11T15:05:14,935   copying nalyst/clustering/density.py -> build/lib/nalyst/clustering
2026-02-11T15:05:14,939   copying nalyst/clustering/kmeans.py -> build/lib/nalyst/clustering
2026-02-11T15:05:14,942   copying nalyst/clustering/spectral.py -> build/lib/nalyst/clustering
2026-02-11T15:05:14,946   copying nalyst/clustering/hierarchical.py -> build/lib/nalyst/clustering
2026-02-11T15:05:14,950   creating build/lib/nalyst/nn/optim
2026-02-11T15:05:14,952   copying nalyst/nn/optim/adam.py -> build/lib/nalyst/nn/optim
2026-02-11T15:05:14,955   copying nalyst/nn/optim/__init__.py -> build/lib/nalyst/nn/optim
2026-02-11T15:05:14,958   copying nalyst/nn/optim/optimizer.py -> build/lib/nalyst/nn/optim
2026-02-11T15:05:14,961   copying nalyst/nn/optim/sgd.py -> build/lib/nalyst/nn/optim
2026-02-11T15:05:14,964   copying nalyst/nn/optim/lr_scheduler.py -> build/lib/nalyst/nn/optim
2026-02-11T15:05:14,968   copying nalyst/nn/optim/adagrad.py -> build/lib/nalyst/nn/optim
2026-02-11T15:05:14,971   copying nalyst/nn/optim/rmsprop.py -> build/lib/nalyst/nn/optim
2026-02-11T15:05:14,975   creating build/lib/nalyst/nn/layers
2026-02-11T15:05:14,977   copying nalyst/nn/layers/normalization.py -> build/lib/nalyst/nn/layers
2026-02-11T15:05:14,981   copying nalyst/nn/layers/dropout.py -> build/lib/nalyst/nn/layers
2026-02-11T15:05:14,985   copying nalyst/nn/layers/__init__.py -> build/lib/nalyst/nn/layers
2026-02-11T15:05:14,989   copying nalyst/nn/layers/attention.py -> build/lib/nalyst/nn/layers
2026-02-11T15:05:14,993   copying nalyst/nn/layers/pooling.py -> build/lib/nalyst/nn/layers
2026-02-11T15:05:14,998   copying nalyst/nn/layers/reshape.py -> build/lib/nalyst/nn/layers
2026-02-11T15:05:15,001   copying nalyst/nn/layers/linear.py -> build/lib/nalyst/nn/layers
2026-02-11T15:05:15,005   copying nalyst/nn/layers/embedding.py -> build/lib/nalyst/nn/layers
2026-02-11T15:05:15,008   copying nalyst/nn/layers/activation.py -> build/lib/nalyst/nn/layers
2026-02-11T15:05:15,012   copying nalyst/nn/layers/conv.py -> build/lib/nalyst/nn/layers
2026-02-11T15:05:15,017   copying nalyst/nn/layers/recurrent.py -> build/lib/nalyst/nn/layers
2026-02-11T15:05:15,021   creating build/lib/nalyst/learners/naive_bayes
2026-02-11T15:05:15,023   copying nalyst/learners/naive_bayes/bernoulli.py -> build/lib/nalyst/learners/naive_bayes
2026-02-11T15:05:15,027   copying nalyst/learners/naive_bayes/gaussian.py -> build/lib/nalyst/learners/naive_bayes
2026-02-11T15:05:15,031   copying nalyst/learners/naive_bayes/multinomial.py -> build/lib/nalyst/learners/naive_bayes
2026-02-11T15:05:15,035   copying nalyst/learners/naive_bayes/__init__.py -> build/lib/nalyst/learners/naive_bayes
2026-02-11T15:05:15,038   copying nalyst/learners/naive_bayes/complement.py -> build/lib/nalyst/learners/naive_bayes
2026-02-11T15:05:15,042   copying nalyst/learners/naive_bayes/categorical.py -> build/lib/nalyst/learners/naive_bayes
2026-02-11T15:05:15,046   creating build/lib/nalyst/learners/ensemble
2026-02-11T15:05:15,048   copying nalyst/learners/ensemble/bagging.py -> build/lib/nalyst/learners/ensemble
2026-02-11T15:05:15,052   copying nalyst/learners/ensemble/__init__.py -> build/lib/nalyst/learners/ensemble
2026-02-11T15:05:15,055   copying nalyst/learners/ensemble/boosting.py -> build/lib/nalyst/learners/ensemble
2026-02-11T15:05:15,061   copying nalyst/learners/ensemble/voting.py -> build/lib/nalyst/learners/ensemble
2026-02-11T15:05:15,065   copying nalyst/learners/ensemble/extra_trees.py -> build/lib/nalyst/learners/ensemble
2026-02-11T15:05:15,069   copying nalyst/learners/ensemble/isolation.py -> build/lib/nalyst/learners/ensemble
2026-02-11T15:05:15,072   copying nalyst/learners/ensemble/forest.py -> build/lib/nalyst/learners/ensemble
2026-02-11T15:05:15,076   creating build/lib/nalyst/learners/neural
2026-02-11T15:05:15,078   copying nalyst/learners/neural/__init__.py -> build/lib/nalyst/learners/neural
2026-02-11T15:05:15,081   copying nalyst/learners/neural/mlp.py -> build/lib/nalyst/learners/neural
2026-02-11T15:05:15,085   creating build/lib/nalyst/learners/svm
2026-02-11T15:05:15,087   copying nalyst/learners/svm/base.py -> build/lib/nalyst/learners/svm
2026-02-11T15:05:15,090   copying nalyst/learners/svm/__init__.py -> build/lib/nalyst/learners/svm
2026-02-11T15:05:15,093   copying nalyst/learners/svm/classification.py -> build/lib/nalyst/learners/svm
2026-02-11T15:05:15,097   copying nalyst/learners/svm/regression.py -> build/lib/nalyst/learners/svm
2026-02-11T15:05:15,101   copying nalyst/learners/svm/outlier.py -> build/lib/nalyst/learners/svm
2026-02-11T15:05:15,105   creating build/lib/nalyst/learners/neighbors
2026-02-11T15:05:15,106   copying nalyst/learners/neighbors/base.py -> build/lib/nalyst/learners/neighbors
2026-02-11T15:05:15,110   copying nalyst/learners/neighbors/__init__.py -> build/lib/nalyst/learners/neighbors
2026-02-11T15:05:15,113   copying nalyst/learners/neighbors/classification.py -> build/lib/nalyst/learners/neighbors
2026-02-11T15:05:15,117   copying nalyst/learners/neighbors/regression.py -> build/lib/nalyst/learners/neighbors
2026-02-11T15:05:15,121   copying nalyst/learners/neighbors/outlier.py -> build/lib/nalyst/learners/neighbors
2026-02-11T15:05:15,124   copying nalyst/learners/neighbors/unsupervised.py -> build/lib/nalyst/learners/neighbors
2026-02-11T15:05:15,128   creating build/lib/nalyst/learners/trees
2026-02-11T15:05:15,129   copying nalyst/learners/trees/decision_tree.py -> build/lib/nalyst/learners/trees
2026-02-11T15:05:15,134   copying nalyst/learners/trees/__init__.py -> build/lib/nalyst/learners/trees
2026-02-11T15:05:15,137   creating build/lib/nalyst/learners/linear
2026-02-11T15:05:15,139   copying nalyst/learners/linear/base.py -> build/lib/nalyst/learners/linear
2026-02-11T15:05:15,142   copying nalyst/learners/linear/__init__.py -> build/lib/nalyst/learners/linear
2026-02-11T15:05:15,146   copying nalyst/learners/linear/classification.py -> build/lib/nalyst/learners/linear
2026-02-11T15:05:15,150   copying nalyst/learners/linear/regression.py -> build/lib/nalyst/learners/linear
2026-02-11T15:05:15,154   running egg_info
2026-02-11T15:05:15,166   writing nalyst.egg-info/PKG-INFO
2026-02-11T15:05:15,178   writing dependency_links to nalyst.egg-info/dependency_links.txt
2026-02-11T15:05:15,184   writing requirements to nalyst.egg-info/requires.txt
2026-02-11T15:05:15,186   writing top-level names to nalyst.egg-info/top_level.txt
2026-02-11T15:05:15,246   reading manifest file 'nalyst.egg-info/SOURCES.txt'
2026-02-11T15:05:15,260   adding license file 'LICENSE'
2026-02-11T15:05:15,272   writing manifest file 'nalyst.egg-info/SOURCES.txt'
2026-02-11T15:05:15,335   installing to build/bdist.linux-armv7l/wheel
2026-02-11T15:05:15,336   running install
2026-02-11T15:05:15,363   running install_lib
2026-02-11T15:05:15,370   creating build/bdist.linux-armv7l/wheel
2026-02-11T15:05:15,374   creating build/bdist.linux-armv7l/wheel/nalyst
2026-02-11T15:05:15,377   creating build/bdist.linux-armv7l/wheel/nalyst/gam
2026-02-11T15:05:15,379   copying build/lib/nalyst/gam/terms.py -> build/bdist.linux-armv7l/wheel/./nalyst/gam
2026-02-11T15:05:15,383   copying build/lib/nalyst/gam/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/gam
2026-02-11T15:05:15,386   copying build/lib/nalyst/gam/core.py -> build/bdist.linux-armv7l/wheel/./nalyst/gam
2026-02-11T15:05:15,390   creating build/bdist.linux-armv7l/wheel/nalyst/survival
2026-02-11T15:05:15,392   copying build/lib/nalyst/survival/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/survival
2026-02-11T15:05:15,395   copying build/lib/nalyst/survival/cox.py -> build/bdist.linux-armv7l/wheel/./nalyst/survival
2026-02-11T15:05:15,398   copying build/lib/nalyst/survival/kaplan_meier.py -> build/bdist.linux-armv7l/wheel/./nalyst/survival
2026-02-11T15:05:15,402   copying build/lib/nalyst/survival/tests.py -> build/bdist.linux-armv7l/wheel/./nalyst/survival
2026-02-11T15:05:15,405   copying build/lib/nalyst/survival/parametric.py -> build/bdist.linux-armv7l/wheel/./nalyst/survival
2026-02-11T15:05:15,409   creating build/bdist.linux-armv7l/wheel/nalyst/reduction
2026-02-11T15:05:15,411   copying build/lib/nalyst/reduction/factor.py -> build/bdist.linux-armv7l/wheel/./nalyst/reduction
2026-02-11T15:05:15,414   copying build/lib/nalyst/reduction/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/reduction
2026-02-11T15:05:15,417   copying build/lib/nalyst/reduction/svd.py -> build/bdist.linux-armv7l/wheel/./nalyst/reduction
2026-02-11T15:05:15,420   copying build/lib/nalyst/reduction/ica.py -> build/bdist.linux-armv7l/wheel/./nalyst/reduction
2026-02-11T15:05:15,424   copying build/lib/nalyst/reduction/pca.py -> build/bdist.linux-armv7l/wheel/./nalyst/reduction
2026-02-11T15:05:15,428   copying build/lib/nalyst/reduction/nmf.py -> build/bdist.linux-armv7l/wheel/./nalyst/reduction
2026-02-11T15:05:15,431   copying build/lib/nalyst/reduction/lda.py -> build/bdist.linux-armv7l/wheel/./nalyst/reduction
2026-02-11T15:05:15,435   creating build/bdist.linux-armv7l/wheel/nalyst/manifold
2026-02-11T15:05:15,437   copying build/lib/nalyst/manifold/tsne.py -> build/bdist.linux-armv7l/wheel/./nalyst/manifold
2026-02-11T15:05:15,441   copying build/lib/nalyst/manifold/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/manifold
2026-02-11T15:05:15,444   copying build/lib/nalyst/manifold/mds.py -> build/bdist.linux-armv7l/wheel/./nalyst/manifold
2026-02-11T15:05:15,447   copying build/lib/nalyst/manifold/spectral.py -> build/bdist.linux-armv7l/wheel/./nalyst/manifold
2026-02-11T15:05:15,450   copying build/lib/nalyst/manifold/isomap.py -> build/bdist.linux-armv7l/wheel/./nalyst/manifold
2026-02-11T15:05:15,454   copying build/lib/nalyst/manifold/lle.py -> build/bdist.linux-armv7l/wheel/./nalyst/manifold
2026-02-11T15:05:15,458   creating build/bdist.linux-armv7l/wheel/nalyst/evaluation
2026-02-11T15:05:15,460   copying build/lib/nalyst/evaluation/validation.py -> build/bdist.linux-armv7l/wheel/./nalyst/evaluation
2026-02-11T15:05:15,463   copying build/lib/nalyst/evaluation/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/evaluation
2026-02-11T15:05:15,466   copying build/lib/nalyst/evaluation/splitting.py -> build/bdist.linux-armv7l/wheel/./nalyst/evaluation
2026-02-11T15:05:15,470   copying build/lib/nalyst/evaluation/search.py -> build/bdist.linux-armv7l/wheel/./nalyst/evaluation
2026-02-11T15:05:15,474   creating build/bdist.linux-armv7l/wheel/nalyst/workflow
2026-02-11T15:05:15,476   copying build/lib/nalyst/workflow/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/workflow
2026-02-11T15:05:15,479   copying build/lib/nalyst/workflow/function_transformer.py -> build/bdist.linux-armv7l/wheel/./nalyst/workflow
2026-02-11T15:05:15,482   copying build/lib/nalyst/workflow/union.py -> build/bdist.linux-armv7l/wheel/./nalyst/workflow
2026-02-11T15:05:15,486   copying build/lib/nalyst/workflow/pipeline.py -> build/bdist.linux-armv7l/wheel/./nalyst/workflow
2026-02-11T15:05:15,489   copying build/lib/nalyst/workflow/column_transformer.py -> build/bdist.linux-armv7l/wheel/./nalyst/workflow
2026-02-11T15:05:15,493   creating build/bdist.linux-armv7l/wheel/nalyst/covariance
2026-02-11T15:05:15,495   copying build/lib/nalyst/covariance/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/covariance
2026-02-11T15:05:15,498   copying build/lib/nalyst/covariance/empirical.py -> build/bdist.linux-armv7l/wheel/./nalyst/covariance
2026-02-11T15:05:15,501   copying build/lib/nalyst/covariance/robust.py -> build/bdist.linux-armv7l/wheel/./nalyst/covariance
2026-02-11T15:05:15,505   copying build/lib/nalyst/covariance/shrunk.py -> build/bdist.linux-armv7l/wheel/./nalyst/covariance
2026-02-11T15:05:15,509   creating build/bdist.linux-armv7l/wheel/nalyst/timeseries
2026-02-11T15:05:15,510   copying build/lib/nalyst/timeseries/exponential.py -> build/bdist.linux-armv7l/wheel/./nalyst/timeseries
2026-02-11T15:05:15,514   copying build/lib/nalyst/timeseries/stationarity.py -> build/bdist.linux-armv7l/wheel/./nalyst/timeseries
2026-02-11T15:05:15,518   copying build/lib/nalyst/timeseries/arima.py -> build/bdist.linux-armv7l/wheel/./nalyst/timeseries
2026-02-11T15:05:15,521   copying build/lib/nalyst/timeseries/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/timeseries
2026-02-11T15:05:15,524   copying build/lib/nalyst/timeseries/var.py -> build/bdist.linux-armv7l/wheel/./nalyst/timeseries
2026-02-11T15:05:15,527   copying build/lib/nalyst/timeseries/autocorrelation.py -> build/bdist.linux-armv7l/wheel/./nalyst/timeseries
2026-02-11T15:05:15,531   copying build/lib/nalyst/timeseries/decomposition.py -> build/bdist.linux-armv7l/wheel/./nalyst/timeseries
2026-02-11T15:05:15,535   creating build/bdist.linux-armv7l/wheel/nalyst/datasets
2026-02-11T15:05:15,537   copying build/lib/nalyst/datasets/base.py -> build/bdist.linux-armv7l/wheel/./nalyst/datasets
2026-02-11T15:05:15,540   copying build/lib/nalyst/datasets/generators.py -> build/bdist.linux-armv7l/wheel/./nalyst/datasets
2026-02-11T15:05:15,544   copying build/lib/nalyst/datasets/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/datasets
2026-02-11T15:05:15,546   copying build/lib/nalyst/datasets/loaders.py -> build/bdist.linux-armv7l/wheel/./nalyst/datasets
2026-02-11T15:05:15,551   copying build/lib/nalyst/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst
2026-02-11T15:05:15,555   creating build/bdist.linux-armv7l/wheel/nalyst/semi_supervised
2026-02-11T15:05:15,557   copying build/lib/nalyst/semi_supervised/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/semi_supervised
2026-02-11T15:05:15,560   copying build/lib/nalyst/semi_supervised/self_training.py -> build/bdist.linux-armv7l/wheel/./nalyst/semi_supervised
2026-02-11T15:05:15,563   copying build/lib/nalyst/semi_supervised/label_propagation.py -> build/bdist.linux-armv7l/wheel/./nalyst/semi_supervised
2026-02-11T15:05:15,567   creating build/bdist.linux-armv7l/wheel/nalyst/metrics
2026-02-11T15:05:15,569   copying build/lib/nalyst/metrics/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/metrics
2026-02-11T15:05:15,572   copying build/lib/nalyst/metrics/clustering.py -> build/bdist.linux-armv7l/wheel/./nalyst/metrics
2026-02-11T15:05:15,576   copying build/lib/nalyst/metrics/classification.py -> build/bdist.linux-armv7l/wheel/./nalyst/metrics
2026-02-11T15:05:15,580   copying build/lib/nalyst/metrics/regression.py -> build/bdist.linux-armv7l/wheel/./nalyst/metrics
2026-02-11T15:05:15,584   creating build/bdist.linux-armv7l/wheel/nalyst/nn
2026-02-11T15:05:15,586   copying build/lib/nalyst/nn/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/nn
2026-02-11T15:05:15,590   copying build/lib/nalyst/nn/models.py -> build/bdist.linux-armv7l/wheel/./nalyst/nn
2026-02-11T15:05:15,593   copying build/lib/nalyst/nn/module.py -> build/bdist.linux-armv7l/wheel/./nalyst/nn
2026-02-11T15:05:15,598   copying build/lib/nalyst/nn/utils.py -> build/bdist.linux-armv7l/wheel/./nalyst/nn
2026-02-11T15:05:15,602   copying build/lib/nalyst/nn/tensor.py -> build/bdist.linux-armv7l/wheel/./nalyst/nn
2026-02-11T15:05:15,606   copying build/lib/nalyst/nn/init.py -> build/bdist.linux-armv7l/wheel/./nalyst/nn
2026-02-11T15:05:15,610   creating build/bdist.linux-armv7l/wheel/nalyst/nn/optim
2026-02-11T15:05:15,612   copying build/lib/nalyst/nn/optim/adam.py -> build/bdist.linux-armv7l/wheel/./nalyst/nn/optim
2026-02-11T15:05:15,616   copying build/lib/nalyst/nn/optim/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/nn/optim
2026-02-11T15:05:15,620   copying build/lib/nalyst/nn/optim/optimizer.py -> build/bdist.linux-armv7l/wheel/./nalyst/nn/optim
2026-02-11T15:05:15,623   copying build/lib/nalyst/nn/optim/sgd.py -> build/bdist.linux-armv7l/wheel/./nalyst/nn/optim
2026-02-11T15:05:15,626   copying build/lib/nalyst/nn/optim/lr_scheduler.py -> build/bdist.linux-armv7l/wheel/./nalyst/nn/optim
2026-02-11T15:05:15,630   copying build/lib/nalyst/nn/optim/adagrad.py -> build/bdist.linux-armv7l/wheel/./nalyst/nn/optim
2026-02-11T15:05:15,632   copying build/lib/nalyst/nn/optim/rmsprop.py -> build/bdist.linux-armv7l/wheel/./nalyst/nn/optim
2026-02-11T15:05:15,635   copying build/lib/nalyst/nn/functional.py -> build/bdist.linux-armv7l/wheel/./nalyst/nn
2026-02-11T15:05:15,639   copying build/lib/nalyst/nn/data.py -> build/bdist.linux-armv7l/wheel/./nalyst/nn
2026-02-11T15:05:15,644   creating build/bdist.linux-armv7l/wheel/nalyst/nn/layers
2026-02-11T15:05:15,646   copying build/lib/nalyst/nn/layers/normalization.py -> build/bdist.linux-armv7l/wheel/./nalyst/nn/layers
2026-02-11T15:05:15,649   copying build/lib/nalyst/nn/layers/dropout.py -> build/bdist.linux-armv7l/wheel/./nalyst/nn/layers
2026-02-11T15:05:15,653   copying build/lib/nalyst/nn/layers/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/nn/layers
2026-02-11T15:05:15,656   copying build/lib/nalyst/nn/layers/attention.py -> build/bdist.linux-armv7l/wheel/./nalyst/nn/layers
2026-02-11T15:05:15,659   copying build/lib/nalyst/nn/layers/pooling.py -> build/bdist.linux-armv7l/wheel/./nalyst/nn/layers
2026-02-11T15:05:15,663   copying build/lib/nalyst/nn/layers/reshape.py -> build/bdist.linux-armv7l/wheel/./nalyst/nn/layers
2026-02-11T15:05:15,666   copying build/lib/nalyst/nn/layers/linear.py -> build/bdist.linux-armv7l/wheel/./nalyst/nn/layers
2026-02-11T15:05:15,669   copying build/lib/nalyst/nn/layers/embedding.py -> build/bdist.linux-armv7l/wheel/./nalyst/nn/layers
2026-02-11T15:05:15,673   copying build/lib/nalyst/nn/layers/activation.py -> build/bdist.linux-armv7l/wheel/./nalyst/nn/layers
2026-02-11T15:05:15,676   copying build/lib/nalyst/nn/layers/conv.py -> build/bdist.linux-armv7l/wheel/./nalyst/nn/layers
2026-02-11T15:05:15,680   copying build/lib/nalyst/nn/layers/recurrent.py -> build/bdist.linux-armv7l/wheel/./nalyst/nn/layers
2026-02-11T15:05:15,683   copying build/lib/nalyst/nn/loss.py -> build/bdist.linux-armv7l/wheel/./nalyst/nn
2026-02-11T15:05:15,687   copying build/lib/nalyst/nn/parameter.py -> build/bdist.linux-armv7l/wheel/./nalyst/nn
2026-02-11T15:05:15,691   creating build/bdist.linux-armv7l/wheel/nalyst/multiclass
2026-02-11T15:05:15,692   copying build/lib/nalyst/multiclass/output_code.py -> build/bdist.linux-armv7l/wheel/./nalyst/multiclass
2026-02-11T15:05:15,695   copying build/lib/nalyst/multiclass/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/multiclass
2026-02-11T15:05:15,698   copying build/lib/nalyst/multiclass/ovr.py -> build/bdist.linux-armv7l/wheel/./nalyst/multiclass
2026-02-11T15:05:15,701   copying build/lib/nalyst/multiclass/ovo.py -> build/bdist.linux-armv7l/wheel/./nalyst/multiclass
2026-02-11T15:05:15,706   creating build/bdist.linux-armv7l/wheel/nalyst/core
2026-02-11T15:05:15,707   copying build/lib/nalyst/core/validation.py -> build/bdist.linux-armv7l/wheel/./nalyst/core
2026-02-11T15:05:15,711   copying build/lib/nalyst/core/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/core
2026-02-11T15:05:15,714   copying build/lib/nalyst/core/tags.py -> build/bdist.linux-armv7l/wheel/./nalyst/core
2026-02-11T15:05:15,718   copying build/lib/nalyst/core/foundation.py -> build/bdist.linux-armv7l/wheel/./nalyst/core
2026-02-11T15:05:15,721   copying build/lib/nalyst/core/settings.py -> build/bdist.linux-armv7l/wheel/./nalyst/core
2026-02-11T15:05:15,725   creating build/bdist.linux-armv7l/wheel/nalyst/gaussian_process
2026-02-11T15:05:15,727   copying build/lib/nalyst/gaussian_process/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/gaussian_process
2026-02-11T15:05:15,730   copying build/lib/nalyst/gaussian_process/gpc.py -> build/bdist.linux-armv7l/wheel/./nalyst/gaussian_process
2026-02-11T15:05:15,733   copying build/lib/nalyst/gaussian_process/gpr.py -> build/bdist.linux-armv7l/wheel/./nalyst/gaussian_process
2026-02-11T15:05:15,736   copying build/lib/nalyst/gaussian_process/kernels.py -> build/bdist.linux-armv7l/wheel/./nalyst/gaussian_process
2026-02-11T15:05:15,740   creating build/bdist.linux-armv7l/wheel/nalyst/automl
2026-02-11T15:05:15,742   copying build/lib/nalyst/automl/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/automl
2026-02-11T15:05:15,745   copying build/lib/nalyst/automl/experiment.py -> build/bdist.linux-armv7l/wheel/./nalyst/automl
2026-02-11T15:05:15,748   copying build/lib/nalyst/automl/classification.py -> build/bdist.linux-armv7l/wheel/./nalyst/automl
2026-02-11T15:05:15,751   copying build/lib/nalyst/automl/regression.py -> build/bdist.linux-armv7l/wheel/./nalyst/automl
2026-02-11T15:05:15,754   copying build/lib/nalyst/automl/tuning.py -> build/bdist.linux-armv7l/wheel/./nalyst/automl
2026-02-11T15:05:15,759   creating build/bdist.linux-armv7l/wheel/nalyst/stats
2026-02-11T15:05:15,760   copying build/lib/nalyst/stats/multiple.py -> build/bdist.linux-armv7l/wheel/./nalyst/stats
2026-02-11T15:05:15,764   copying build/lib/nalyst/stats/hypothesis.py -> build/bdist.linux-armv7l/wheel/./nalyst/stats
2026-02-11T15:05:15,767   copying build/lib/nalyst/stats/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/stats
2026-02-11T15:05:15,770   copying build/lib/nalyst/stats/nonparametric.py -> build/bdist.linux-armv7l/wheel/./nalyst/stats
2026-02-11T15:05:15,774   copying build/lib/nalyst/stats/anova.py -> build/bdist.linux-armv7l/wheel/./nalyst/stats
2026-02-11T15:05:15,778   copying build/lib/nalyst/stats/normality.py -> build/bdist.linux-armv7l/wheel/./nalyst/stats
2026-02-11T15:05:15,781   copying build/lib/nalyst/stats/contingency.py -> build/bdist.linux-armv7l/wheel/./nalyst/stats
2026-02-11T15:05:15,784   copying build/lib/nalyst/stats/correlation.py -> build/bdist.linux-armv7l/wheel/./nalyst/stats
2026-02-11T15:05:15,788   copying build/lib/nalyst/stats/power.py -> build/bdist.linux-armv7l/wheel/./nalyst/stats
2026-02-11T15:05:15,792   creating build/bdist.linux-armv7l/wheel/nalyst/imbalance
2026-02-11T15:05:15,794   copying build/lib/nalyst/imbalance/oversampling.py -> build/bdist.linux-armv7l/wheel/./nalyst/imbalance
2026-02-11T15:05:15,798   copying build/lib/nalyst/imbalance/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/imbalance
2026-02-11T15:05:15,801   copying build/lib/nalyst/imbalance/combined.py -> build/bdist.linux-armv7l/wheel/./nalyst/imbalance
2026-02-11T15:05:15,805   copying build/lib/nalyst/imbalance/undersampling.py -> build/bdist.linux-armv7l/wheel/./nalyst/imbalance
2026-02-11T15:05:15,809   creating build/bdist.linux-armv7l/wheel/nalyst/diagnostics
2026-02-11T15:05:15,811   copying build/lib/nalyst/diagnostics/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/diagnostics
2026-02-11T15:05:15,814   copying build/lib/nalyst/diagnostics/specification.py -> build/bdist.linux-armv7l/wheel/./nalyst/diagnostics
2026-02-11T15:05:15,818   copying build/lib/nalyst/diagnostics/multicollinearity.py -> build/bdist.linux-armv7l/wheel/./nalyst/diagnostics
2026-02-11T15:05:15,821   copying build/lib/nalyst/diagnostics/heteroscedasticity.py -> build/bdist.linux-armv7l/wheel/./nalyst/diagnostics
2026-02-11T15:05:15,825   copying build/lib/nalyst/diagnostics/autocorrelation.py -> build/bdist.linux-armv7l/wheel/./nalyst/diagnostics
2026-02-11T15:05:15,829   copying build/lib/nalyst/diagnostics/residuals.py -> build/bdist.linux-armv7l/wheel/./nalyst/diagnostics
2026-02-11T15:05:15,833   creating build/bdist.linux-armv7l/wheel/nalyst/inspection
2026-02-11T15:05:15,835   copying build/lib/nalyst/inspection/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/inspection
2026-02-11T15:05:15,839   copying build/lib/nalyst/inspection/partial_dependence.py -> build/bdist.linux-armv7l/wheel/./nalyst/inspection
2026-02-11T15:05:15,842   copying build/lib/nalyst/inspection/importance.py -> build/bdist.linux-armv7l/wheel/./nalyst/inspection
2026-02-11T15:05:15,845   creating build/bdist.linux-armv7l/wheel/nalyst/discriminant
2026-02-11T15:05:15,847   copying build/lib/nalyst/discriminant/qda.py -> build/bdist.linux-armv7l/wheel/./nalyst/discriminant
2026-02-11T15:05:15,851   copying build/lib/nalyst/discriminant/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/discriminant
2026-02-11T15:05:15,854   copying build/lib/nalyst/discriminant/lda.py -> build/bdist.linux-armv7l/wheel/./nalyst/discriminant
2026-02-11T15:05:15,858   creating build/bdist.linux-armv7l/wheel/nalyst/selection
2026-02-11T15:05:15,860   copying build/lib/nalyst/selection/score_functions.py -> build/bdist.linux-armv7l/wheel/./nalyst/selection
2026-02-11T15:05:15,864   copying build/lib/nalyst/selection/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/selection
2026-02-11T15:05:15,867   copying build/lib/nalyst/selection/rfe.py -> build/bdist.linux-armv7l/wheel/./nalyst/selection
2026-02-11T15:05:15,871   copying build/lib/nalyst/selection/univariate.py -> build/bdist.linux-armv7l/wheel/./nalyst/selection
2026-02-11T15:05:15,874   copying build/lib/nalyst/selection/variance.py -> build/bdist.linux-armv7l/wheel/./nalyst/selection
2026-02-11T15:05:15,878   copying build/lib/nalyst/selection/sequential.py -> build/bdist.linux-armv7l/wheel/./nalyst/selection
2026-02-11T15:05:15,881   copying build/lib/nalyst/selection/model_based.py -> build/bdist.linux-armv7l/wheel/./nalyst/selection
2026-02-11T15:05:15,884   copying build/lib/nalyst/exceptions.py -> build/bdist.linux-armv7l/wheel/./nalyst
2026-02-11T15:05:15,889   creating build/bdist.linux-armv7l/wheel/nalyst/explainability
2026-02-11T15:05:15,891   copying build/lib/nalyst/explainability/shap_explain.py -> build/bdist.linux-armv7l/wheel/./nalyst/explainability
2026-02-11T15:05:15,895   copying build/lib/nalyst/explainability/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/explainability
2026-02-11T15:05:15,898   copying build/lib/nalyst/explainability/feature_importance.py -> build/bdist.linux-armv7l/wheel/./nalyst/explainability
2026-02-11T15:05:15,902   copying build/lib/nalyst/explainability/lime_explain.py -> build/bdist.linux-armv7l/wheel/./nalyst/explainability
2026-02-11T15:05:15,906   creating build/bdist.linux-armv7l/wheel/nalyst/quantile
2026-02-11T15:05:15,908   copying build/lib/nalyst/quantile/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/quantile
2026-02-11T15:05:15,911   copying build/lib/nalyst/quantile/regression.py -> build/bdist.linux-armv7l/wheel/./nalyst/quantile
2026-02-11T15:05:15,915   creating build/bdist.linux-armv7l/wheel/nalyst/learners
2026-02-11T15:05:15,918   creating build/bdist.linux-armv7l/wheel/nalyst/learners/naive_bayes
2026-02-11T15:05:15,920   copying build/lib/nalyst/learners/naive_bayes/bernoulli.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners/naive_bayes
2026-02-11T15:05:15,924   copying build/lib/nalyst/learners/naive_bayes/gaussian.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners/naive_bayes
2026-02-11T15:05:15,927   copying build/lib/nalyst/learners/naive_bayes/multinomial.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners/naive_bayes
2026-02-11T15:05:15,931   copying build/lib/nalyst/learners/naive_bayes/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners/naive_bayes
2026-02-11T15:05:15,934   copying build/lib/nalyst/learners/naive_bayes/complement.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners/naive_bayes
2026-02-11T15:05:15,937   copying build/lib/nalyst/learners/naive_bayes/categorical.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners/naive_bayes
2026-02-11T15:05:15,942   creating build/bdist.linux-armv7l/wheel/nalyst/learners/ensemble
2026-02-11T15:05:15,943   copying build/lib/nalyst/learners/ensemble/bagging.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners/ensemble
2026-02-11T15:05:15,947   copying build/lib/nalyst/learners/ensemble/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners/ensemble
2026-02-11T15:05:15,950   copying build/lib/nalyst/learners/ensemble/boosting.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners/ensemble
2026-02-11T15:05:15,954   copying build/lib/nalyst/learners/ensemble/voting.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners/ensemble
2026-02-11T15:05:15,958   copying build/lib/nalyst/learners/ensemble/extra_trees.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners/ensemble
2026-02-11T15:05:15,962   copying build/lib/nalyst/learners/ensemble/isolation.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners/ensemble
2026-02-11T15:05:15,965   copying build/lib/nalyst/learners/ensemble/forest.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners/ensemble
2026-02-11T15:05:15,969   copying build/lib/nalyst/learners/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners
2026-02-11T15:05:15,972   creating build/bdist.linux-armv7l/wheel/nalyst/learners/neural
2026-02-11T15:05:15,974   copying build/lib/nalyst/learners/neural/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners/neural
2026-02-11T15:05:15,978   copying build/lib/nalyst/learners/neural/mlp.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners/neural
2026-02-11T15:05:15,982   creating build/bdist.linux-armv7l/wheel/nalyst/learners/svm
2026-02-11T15:05:15,984   copying build/lib/nalyst/learners/svm/base.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners/svm
2026-02-11T15:05:15,987   copying build/lib/nalyst/learners/svm/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners/svm
2026-02-11T15:05:15,990   copying build/lib/nalyst/learners/svm/classification.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners/svm
2026-02-11T15:05:15,994   copying build/lib/nalyst/learners/svm/regression.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners/svm
2026-02-11T15:05:15,998   copying build/lib/nalyst/learners/svm/outlier.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners/svm
2026-02-11T15:05:16,002   creating build/bdist.linux-armv7l/wheel/nalyst/learners/neighbors
2026-02-11T15:05:16,004   copying build/lib/nalyst/learners/neighbors/base.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners/neighbors
2026-02-11T15:05:16,007   copying build/lib/nalyst/learners/neighbors/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners/neighbors
2026-02-11T15:05:16,010   copying build/lib/nalyst/learners/neighbors/classification.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners/neighbors
2026-02-11T15:05:16,014   copying build/lib/nalyst/learners/neighbors/regression.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners/neighbors
2026-02-11T15:05:16,017   copying build/lib/nalyst/learners/neighbors/outlier.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners/neighbors
2026-02-11T15:05:16,021   copying build/lib/nalyst/learners/neighbors/unsupervised.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners/neighbors
2026-02-11T15:05:16,025   creating build/bdist.linux-armv7l/wheel/nalyst/learners/trees
2026-02-11T15:05:16,026   copying build/lib/nalyst/learners/trees/decision_tree.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners/trees
2026-02-11T15:05:16,031   copying build/lib/nalyst/learners/trees/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners/trees
2026-02-11T15:05:16,034   creating build/bdist.linux-armv7l/wheel/nalyst/learners/linear
2026-02-11T15:05:16,036   copying build/lib/nalyst/learners/linear/base.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners/linear
2026-02-11T15:05:16,039   copying build/lib/nalyst/learners/linear/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners/linear
2026-02-11T15:05:16,042   copying build/lib/nalyst/learners/linear/classification.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners/linear
2026-02-11T15:05:16,046   copying build/lib/nalyst/learners/linear/regression.py -> build/bdist.linux-armv7l/wheel/./nalyst/learners/linear
2026-02-11T15:05:16,050   creating build/bdist.linux-armv7l/wheel/nalyst/robust
2026-02-11T15:05:16,052   copying build/lib/nalyst/robust/rlm.py -> build/bdist.linux-armv7l/wheel/./nalyst/robust
2026-02-11T15:05:16,056   copying build/lib/nalyst/robust/m_estimators.py -> build/bdist.linux-armv7l/wheel/./nalyst/robust
2026-02-11T15:05:16,059   copying build/lib/nalyst/robust/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/robust
2026-02-11T15:05:16,063   creating build/bdist.linux-armv7l/wheel/nalyst/utils
2026-02-11T15:05:16,065   copying build/lib/nalyst/utils/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/utils
2026-02-11T15:05:16,068   copying build/lib/nalyst/utils/info.py -> build/bdist.linux-armv7l/wheel/./nalyst/utils
2026-02-11T15:05:16,071   copying build/lib/nalyst/utils/formatting.py -> build/bdist.linux-armv7l/wheel/./nalyst/utils
2026-02-11T15:05:16,075   creating build/bdist.linux-armv7l/wheel/nalyst/nonparametric
2026-02-11T15:05:16,077   copying build/lib/nalyst/nonparametric/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/nonparametric
2026-02-11T15:05:16,080   copying build/lib/nalyst/nonparametric/kernel_regression.py -> build/bdist.linux-armv7l/wheel/./nalyst/nonparametric
2026-02-11T15:05:16,083   copying build/lib/nalyst/nonparametric/kde.py -> build/bdist.linux-armv7l/wheel/./nalyst/nonparametric
2026-02-11T15:05:16,086   copying build/lib/nalyst/nonparametric/lowess.py -> build/bdist.linux-armv7l/wheel/./nalyst/nonparametric
2026-02-11T15:05:16,090   creating build/bdist.linux-armv7l/wheel/nalyst/calibration
2026-02-11T15:05:16,091   copying build/lib/nalyst/calibration/curves.py -> build/bdist.linux-armv7l/wheel/./nalyst/calibration
2026-02-11T15:05:16,094   copying build/lib/nalyst/calibration/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/calibration
2026-02-11T15:05:16,097   copying build/lib/nalyst/calibration/calibrators.py -> build/bdist.linux-armv7l/wheel/./nalyst/calibration
2026-02-11T15:05:16,101   creating build/bdist.linux-armv7l/wheel/nalyst/glm
2026-02-11T15:05:16,103   copying build/lib/nalyst/glm/links.py -> build/bdist.linux-armv7l/wheel/./nalyst/glm
2026-02-11T15:05:16,106   copying build/lib/nalyst/glm/glm.py -> build/bdist.linux-armv7l/wheel/./nalyst/glm
2026-02-11T15:05:16,110   copying build/lib/nalyst/glm/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/glm
2026-02-11T15:05:16,113   copying build/lib/nalyst/glm/families.py -> build/bdist.linux-armv7l/wheel/./nalyst/glm
2026-02-11T15:05:16,116   creating build/bdist.linux-armv7l/wheel/nalyst/transform
2026-02-11T15:05:16,118   copying build/lib/nalyst/transform/encoding.py -> build/bdist.linux-armv7l/wheel/./nalyst/transform
2026-02-11T15:05:16,122   copying build/lib/nalyst/transform/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/transform
2026-02-11T15:05:16,125   copying build/lib/nalyst/transform/imputation.py -> build/bdist.linux-armv7l/wheel/./nalyst/transform
2026-02-11T15:05:16,128   copying build/lib/nalyst/transform/discretization.py -> build/bdist.linux-armv7l/wheel/./nalyst/transform
2026-02-11T15:05:16,132   copying build/lib/nalyst/transform/scaling.py -> build/bdist.linux-armv7l/wheel/./nalyst/transform
2026-02-11T15:05:16,136   creating build/bdist.linux-armv7l/wheel/nalyst/clustering
2026-02-11T15:05:16,138   copying build/lib/nalyst/clustering/extra.py -> build/bdist.linux-armv7l/wheel/./nalyst/clustering
2026-02-11T15:05:16,141   copying build/lib/nalyst/clustering/__init__.py -> build/bdist.linux-armv7l/wheel/./nalyst/clustering
2026-02-11T15:05:16,144   copying build/lib/nalyst/clustering/density.py -> build/bdist.linux-armv7l/wheel/./nalyst/clustering
2026-02-11T15:05:16,148   copying build/lib/nalyst/clustering/kmeans.py -> build/bdist.linux-armv7l/wheel/./nalyst/clustering
2026-02-11T15:05:16,151   copying build/lib/nalyst/clustering/spectral.py -> build/bdist.linux-armv7l/wheel/./nalyst/clustering
2026-02-11T15:05:16,155   copying build/lib/nalyst/clustering/hierarchical.py -> build/bdist.linux-armv7l/wheel/./nalyst/clustering
2026-02-11T15:05:16,158   running install_egg_info
2026-02-11T15:05:16,165   Copying nalyst.egg-info to build/bdist.linux-armv7l/wheel/./nalyst-2.1.2-py3.11.egg-info
2026-02-11T15:05:16,178   running install_scripts
2026-02-11T15:05:16,192   creating build/bdist.linux-armv7l/wheel/nalyst-2.1.2.dist-info/WHEEL
2026-02-11T15:05:16,196   creating '/tmp/pip-wheel-95cgcqws/.tmp-v9e90fxo/nalyst-2.1.2-py3-none-any.whl' and adding 'build/bdist.linux-armv7l/wheel' to it
2026-02-11T15:05:16,200   adding 'nalyst/__init__.py'
2026-02-11T15:05:16,202   adding 'nalyst/exceptions.py'
2026-02-11T15:05:16,205   adding 'nalyst/automl/__init__.py'
2026-02-11T15:05:16,208   adding 'nalyst/automl/classification.py'
2026-02-11T15:05:16,211   adding 'nalyst/automl/experiment.py'
2026-02-11T15:05:16,214   adding 'nalyst/automl/regression.py'
2026-02-11T15:05:16,217   adding 'nalyst/automl/tuning.py'
2026-02-11T15:05:16,220   adding 'nalyst/calibration/__init__.py'
2026-02-11T15:05:16,223   adding 'nalyst/calibration/calibrators.py'
2026-02-11T15:05:16,225   adding 'nalyst/calibration/curves.py'
2026-02-11T15:05:16,228   adding 'nalyst/clustering/__init__.py'
2026-02-11T15:05:16,231   adding 'nalyst/clustering/density.py'
2026-02-11T15:05:16,234   adding 'nalyst/clustering/extra.py'
2026-02-11T15:05:16,237   adding 'nalyst/clustering/hierarchical.py'
2026-02-11T15:05:16,240   adding 'nalyst/clustering/kmeans.py'
2026-02-11T15:05:16,243   adding 'nalyst/clustering/spectral.py'
2026-02-11T15:05:16,246   adding 'nalyst/core/__init__.py'
2026-02-11T15:05:16,249   adding 'nalyst/core/foundation.py'
2026-02-11T15:05:16,252   adding 'nalyst/core/settings.py'
2026-02-11T15:05:16,255   adding 'nalyst/core/tags.py'
2026-02-11T15:05:16,259   adding 'nalyst/core/validation.py'
2026-02-11T15:05:16,262   adding 'nalyst/covariance/__init__.py'
2026-02-11T15:05:16,264   adding 'nalyst/covariance/empirical.py'
2026-02-11T15:05:16,267   adding 'nalyst/covariance/robust.py'
2026-02-11T15:05:16,269   adding 'nalyst/covariance/shrunk.py'
2026-02-11T15:05:16,272   adding 'nalyst/datasets/__init__.py'
2026-02-11T15:05:16,274   adding 'nalyst/datasets/base.py'
2026-02-11T15:05:16,277   adding 'nalyst/datasets/generators.py'
2026-02-11T15:05:16,299   adding 'nalyst/datasets/loaders.py'
2026-02-11T15:05:16,301   adding 'nalyst/diagnostics/__init__.py'
2026-02-11T15:05:16,304   adding 'nalyst/diagnostics/autocorrelation.py'
2026-02-11T15:05:16,306   adding 'nalyst/diagnostics/heteroscedasticity.py'
2026-02-11T15:05:16,309   adding 'nalyst/diagnostics/multicollinearity.py'
2026-02-11T15:05:16,312   adding 'nalyst/diagnostics/residuals.py'
2026-02-11T15:05:16,317   adding 'nalyst/diagnostics/specification.py'
2026-02-11T15:05:16,320   adding 'nalyst/discriminant/__init__.py'
2026-02-11T15:05:16,328   adding 'nalyst/discriminant/lda.py'
2026-02-11T15:05:16,330   adding 'nalyst/discriminant/qda.py'
2026-02-11T15:05:16,333   adding 'nalyst/evaluation/__init__.py'
2026-02-11T15:05:16,347   adding 'nalyst/evaluation/search.py'
2026-02-11T15:05:16,350   adding 'nalyst/evaluation/splitting.py'
2026-02-11T15:05:16,352   adding 'nalyst/evaluation/validation.py'
2026-02-11T15:05:16,354   adding 'nalyst/explainability/__init__.py'
2026-02-11T15:05:16,356   adding 'nalyst/explainability/feature_importance.py'
2026-02-11T15:05:16,367   adding 'nalyst/explainability/lime_explain.py'
2026-02-11T15:05:16,370   adding 'nalyst/explainability/shap_explain.py'
2026-02-11T15:05:16,372   adding 'nalyst/gam/__init__.py'
2026-02-11T15:05:16,374   adding 'nalyst/gam/core.py'
2026-02-11T15:05:16,387   adding 'nalyst/gam/terms.py'
2026-02-11T15:05:16,389   adding 'nalyst/gaussian_process/__init__.py'
2026-02-11T15:05:16,391   adding 'nalyst/gaussian_process/gpc.py'
2026-02-11T15:05:16,393   adding 'nalyst/gaussian_process/gpr.py'
2026-02-11T15:05:16,395   adding 'nalyst/gaussian_process/kernels.py'
2026-02-11T15:05:16,398   adding 'nalyst/glm/__init__.py'
2026-02-11T15:05:16,399   adding 'nalyst/glm/families.py'
2026-02-11T15:05:16,401   adding 'nalyst/glm/glm.py'
2026-02-11T15:05:16,403   adding 'nalyst/glm/links.py'
2026-02-11T15:05:16,405   adding 'nalyst/imbalance/__init__.py'
2026-02-11T15:05:16,407   adding 'nalyst/imbalance/combined.py'
2026-02-11T15:05:16,409   adding 'nalyst/imbalance/oversampling.py'
2026-02-11T15:05:16,411   adding 'nalyst/imbalance/undersampling.py'
2026-02-11T15:05:16,414   adding 'nalyst/inspection/__init__.py'
2026-02-11T15:05:16,415   adding 'nalyst/inspection/importance.py'
2026-02-11T15:05:16,417   adding 'nalyst/inspection/partial_dependence.py'
2026-02-11T15:05:16,419   adding 'nalyst/learners/__init__.py'
2026-02-11T15:05:16,421   adding 'nalyst/learners/ensemble/__init__.py'
2026-02-11T15:05:16,423   adding 'nalyst/learners/ensemble/bagging.py'
2026-02-11T15:05:16,427   adding 'nalyst/learners/ensemble/boosting.py'
2026-02-11T15:05:16,430   adding 'nalyst/learners/ensemble/extra_trees.py'
2026-02-11T15:05:16,432   adding 'nalyst/learners/ensemble/forest.py'
2026-02-11T15:05:16,434   adding 'nalyst/learners/ensemble/isolation.py'
2026-02-11T15:05:16,437   adding 'nalyst/learners/ensemble/voting.py'
2026-02-11T15:05:16,439   adding 'nalyst/learners/linear/__init__.py'
2026-02-11T15:05:16,441   adding 'nalyst/learners/linear/base.py'
2026-02-11T15:05:16,445   adding 'nalyst/learners/linear/classification.py'
2026-02-11T15:05:16,447   adding 'nalyst/learners/linear/regression.py'
2026-02-11T15:05:16,450   adding 'nalyst/learners/naive_bayes/__init__.py'
2026-02-11T15:05:16,452   adding 'nalyst/learners/naive_bayes/bernoulli.py'
2026-02-11T15:05:16,454   adding 'nalyst/learners/naive_bayes/categorical.py'
2026-02-11T15:05:16,455   adding 'nalyst/learners/naive_bayes/complement.py'
2026-02-11T15:05:16,458   adding 'nalyst/learners/naive_bayes/gaussian.py'
2026-02-11T15:05:16,459   adding 'nalyst/learners/naive_bayes/multinomial.py'
2026-02-11T15:05:16,462   adding 'nalyst/learners/neighbors/__init__.py'
2026-02-11T15:05:16,464   adding 'nalyst/learners/neighbors/base.py'
2026-02-11T15:05:16,466   adding 'nalyst/learners/neighbors/classification.py'
2026-02-11T15:05:16,468   adding 'nalyst/learners/neighbors/outlier.py'
2026-02-11T15:05:16,470   adding 'nalyst/learners/neighbors/regression.py'
2026-02-11T15:05:16,471   adding 'nalyst/learners/neighbors/unsupervised.py'
2026-02-11T15:05:16,473   adding 'nalyst/learners/neural/__init__.py'
2026-02-11T15:05:16,477   adding 'nalyst/learners/neural/mlp.py'
2026-02-11T15:05:16,479   adding 'nalyst/learners/svm/__init__.py'
2026-02-11T15:05:16,481   adding 'nalyst/learners/svm/base.py'
2026-02-11T15:05:16,484   adding 'nalyst/learners/svm/classification.py'
2026-02-11T15:05:16,486   adding 'nalyst/learners/svm/outlier.py'
2026-02-11T15:05:16,489   adding 'nalyst/learners/svm/regression.py'
2026-02-11T15:05:16,491   adding 'nalyst/learners/trees/__init__.py'
2026-02-11T15:05:16,494   adding 'nalyst/learners/trees/decision_tree.py'
2026-02-11T15:05:16,496   adding 'nalyst/manifold/__init__.py'
2026-02-11T15:05:16,498   adding 'nalyst/manifold/isomap.py'
2026-02-11T15:05:16,500   adding 'nalyst/manifold/lle.py'
2026-02-11T15:05:16,502   adding 'nalyst/manifold/mds.py'
2026-02-11T15:05:16,504   adding 'nalyst/manifold/spectral.py'
2026-02-11T15:05:16,506   adding 'nalyst/manifold/tsne.py'
2026-02-11T15:05:16,509   adding 'nalyst/metrics/__init__.py'
2026-02-11T15:05:16,512   adding 'nalyst/metrics/classification.py'
2026-02-11T15:05:16,514   adding 'nalyst/metrics/clustering.py'
2026-02-11T15:05:16,517   adding 'nalyst/metrics/regression.py'
2026-02-11T15:05:16,519   adding 'nalyst/multiclass/__init__.py'
2026-02-11T15:05:16,521   adding 'nalyst/multiclass/output_code.py'
2026-02-11T15:05:16,522   adding 'nalyst/multiclass/ovo.py'
2026-02-11T15:05:16,524   adding 'nalyst/multiclass/ovr.py'
2026-02-11T15:05:16,527   adding 'nalyst/nn/__init__.py'
2026-02-11T15:05:16,529   adding 'nalyst/nn/data.py'
2026-02-11T15:05:16,532   adding 'nalyst/nn/functional.py'
2026-02-11T15:05:16,534   adding 'nalyst/nn/init.py'
2026-02-11T15:05:16,537   adding 'nalyst/nn/loss.py'
2026-02-11T15:05:16,539   adding 'nalyst/nn/models.py'
2026-02-11T15:05:16,542   adding 'nalyst/nn/module.py'
2026-02-11T15:05:16,544   adding 'nalyst/nn/parameter.py'
2026-02-11T15:05:16,547   adding 'nalyst/nn/tensor.py'
2026-02-11T15:05:16,549   adding 'nalyst/nn/utils.py'
2026-02-11T15:05:16,552   adding 'nalyst/nn/layers/__init__.py'
2026-02-11T15:05:16,554   adding 'nalyst/nn/layers/activation.py'
2026-02-11T15:05:16,556   adding 'nalyst/nn/layers/attention.py'
2026-02-11T15:05:16,559   adding 'nalyst/nn/layers/conv.py'
2026-02-11T15:05:16,561   adding 'nalyst/nn/layers/dropout.py'
2026-02-11T15:05:16,563   adding 'nalyst/nn/layers/embedding.py'
2026-02-11T15:05:16,564   adding 'nalyst/nn/layers/linear.py'
2026-02-11T15:05:16,566   adding 'nalyst/nn/layers/normalization.py'
2026-02-11T15:05:16,568   adding 'nalyst/nn/layers/pooling.py'
2026-02-11T15:05:16,571   adding 'nalyst/nn/layers/recurrent.py'
2026-02-11T15:05:16,573   adding 'nalyst/nn/layers/reshape.py'
2026-02-11T15:05:16,575   adding 'nalyst/nn/optim/__init__.py'
2026-02-11T15:05:16,576   adding 'nalyst/nn/optim/adagrad.py'
2026-02-11T15:05:16,578   adding 'nalyst/nn/optim/adam.py'
2026-02-11T15:05:16,580   adding 'nalyst/nn/optim/lr_scheduler.py'
2026-02-11T15:05:16,582   adding 'nalyst/nn/optim/optimizer.py'
2026-02-11T15:05:16,584   adding 'nalyst/nn/optim/rmsprop.py'
2026-02-11T15:05:16,586   adding 'nalyst/nn/optim/sgd.py'
2026-02-11T15:05:16,588   adding 'nalyst/nonparametric/__init__.py'
2026-02-11T15:05:16,590   adding 'nalyst/nonparametric/kde.py'
2026-02-11T15:05:16,592   adding 'nalyst/nonparametric/kernel_regression.py'
2026-02-11T15:05:16,594   adding 'nalyst/nonparametric/lowess.py'
2026-02-11T15:05:16,596   adding 'nalyst/quantile/__init__.py'
2026-02-11T15:05:16,599   adding 'nalyst/quantile/regression.py'
2026-02-11T15:05:16,601   adding 'nalyst/reduction/__init__.py'
2026-02-11T15:05:16,603   adding 'nalyst/reduction/factor.py'
2026-02-11T15:05:16,605   adding 'nalyst/reduction/ica.py'
2026-02-11T15:05:16,608   adding 'nalyst/reduction/lda.py'
2026-02-11T15:05:16,610   adding 'nalyst/reduction/nmf.py'
2026-02-11T15:05:16,613   adding 'nalyst/reduction/pca.py'
2026-02-11T15:05:16,615   adding 'nalyst/reduction/svd.py'
2026-02-11T15:05:16,617   adding 'nalyst/robust/__init__.py'
2026-02-11T15:05:16,619   adding 'nalyst/robust/m_estimators.py'
2026-02-11T15:05:16,622   adding 'nalyst/robust/rlm.py'
2026-02-11T15:05:16,624   adding 'nalyst/selection/__init__.py'
2026-02-11T15:05:16,626   adding 'nalyst/selection/model_based.py'
2026-02-11T15:05:16,628   adding 'nalyst/selection/rfe.py'
2026-02-11T15:05:16,630   adding 'nalyst/selection/score_functions.py'
2026-02-11T15:05:16,632   adding 'nalyst/selection/sequential.py'
2026-02-11T15:05:16,634   adding 'nalyst/selection/univariate.py'
2026-02-11T15:05:16,636   adding 'nalyst/selection/variance.py'
2026-02-11T15:05:16,638   adding 'nalyst/semi_supervised/__init__.py'
2026-02-11T15:05:16,640   adding 'nalyst/semi_supervised/label_propagation.py'
2026-02-11T15:05:16,642   adding 'nalyst/semi_supervised/self_training.py'
2026-02-11T15:05:16,644   adding 'nalyst/stats/__init__.py'
2026-02-11T15:05:16,646   adding 'nalyst/stats/anova.py'
2026-02-11T15:05:16,648   adding 'nalyst/stats/contingency.py'
2026-02-11T15:05:16,650   adding 'nalyst/stats/correlation.py'
2026-02-11T15:05:16,652   adding 'nalyst/stats/hypothesis.py'
2026-02-11T15:05:16,654   adding 'nalyst/stats/multiple.py'
2026-02-11T15:05:16,656   adding 'nalyst/stats/nonparametric.py'
2026-02-11T15:05:16,658   adding 'nalyst/stats/normality.py'
2026-02-11T15:05:16,660   adding 'nalyst/stats/power.py'
2026-02-11T15:05:16,662   adding 'nalyst/survival/__init__.py'
2026-02-11T15:05:16,665   adding 'nalyst/survival/cox.py'
2026-02-11T15:05:16,667   adding 'nalyst/survival/kaplan_meier.py'
2026-02-11T15:05:16,669   adding 'nalyst/survival/parametric.py'
2026-02-11T15:05:16,671   adding 'nalyst/survival/tests.py'
2026-02-11T15:05:16,674   adding 'nalyst/timeseries/__init__.py'
2026-02-11T15:05:16,676   adding 'nalyst/timeseries/arima.py'
2026-02-11T15:05:16,678   adding 'nalyst/timeseries/autocorrelation.py'
2026-02-11T15:05:16,680   adding 'nalyst/timeseries/decomposition.py'
2026-02-11T15:05:16,683   adding 'nalyst/timeseries/exponential.py'
2026-02-11T15:05:16,685   adding 'nalyst/timeseries/stationarity.py'
2026-02-11T15:05:16,687   adding 'nalyst/timeseries/var.py'
2026-02-11T15:05:16,689   adding 'nalyst/transform/__init__.py'
2026-02-11T15:05:16,691   adding 'nalyst/transform/discretization.py'
2026-02-11T15:05:16,694   adding 'nalyst/transform/encoding.py'
2026-02-11T15:05:16,696   adding 'nalyst/transform/imputation.py'
2026-02-11T15:05:16,699   adding 'nalyst/transform/scaling.py'
2026-02-11T15:05:16,701   adding 'nalyst/utils/__init__.py'
2026-02-11T15:05:16,703   adding 'nalyst/utils/formatting.py'
2026-02-11T15:05:16,704   adding 'nalyst/utils/info.py'
2026-02-11T15:05:16,707   adding 'nalyst/workflow/__init__.py'
2026-02-11T15:05:16,709   adding 'nalyst/workflow/column_transformer.py'
2026-02-11T15:05:16,710   adding 'nalyst/workflow/function_transformer.py'
2026-02-11T15:05:16,713   adding 'nalyst/workflow/pipeline.py'
2026-02-11T15:05:16,714   adding 'nalyst/workflow/union.py'
2026-02-11T15:05:16,718   adding 'nalyst-2.1.2.dist-info/licenses/LICENSE'
2026-02-11T15:05:16,722   adding 'nalyst-2.1.2.dist-info/METADATA'
2026-02-11T15:05:16,723   adding 'nalyst-2.1.2.dist-info/WHEEL'
2026-02-11T15:05:16,725   adding 'nalyst-2.1.2.dist-info/top_level.txt'
2026-02-11T15:05:16,728   adding 'nalyst-2.1.2.dist-info/RECORD'
2026-02-11T15:05:16,740   removing build/bdist.linux-armv7l/wheel
2026-02-11T15:05:17,002   Building wheel for nalyst (pyproject.toml): finished with status 'done'
2026-02-11T15:05:17,018   Created wheel for nalyst: filename=nalyst-2.1.2-py3-none-any.whl size=443115 sha256=4a8105efe3e0da99e7597d66a28beb22edc42fb107ee2b744733728cece30c4f
2026-02-11T15:05:17,019   Stored in directory: /tmp/pip-ephem-wheel-cache-s7j4ghz4/wheels/e9/b8/c8/2cf7cb8f318d257fa9ab2ed981b2fb2bc90907b4d37c5eeefc
2026-02-11T15:05:17,058 Successfully built nalyst
2026-02-11T15:05:17,080 Removed build tracker: '/tmp/pip-build-tracker-pbdggwkl'