Changelog

0.7.6

This release was only used to pull the latest changes from vinecopulib’s dev branch, which includes some bug fixes.

0.7.5

New features in pyvinecopulib

• Add support for 1d data with the Kde1d Python bindings (#189, #198)

• Add support for weighted dependence measures wdm (#194)

• Add an argument to control the nonparametric grid size in both Kde1d and Bicop (#191, #192)

• Release GIL for C++-only operations (#193)

• Add support for Python 3.14 (#200)

Bug fixes in pyvinecopulib

• Improve repo health (#188)

• Improve pickling by making the state a dict instead of tuple for all classes (#190)

0.7.4

This release was yanked due to an issue with the wheel upload. Please use 0.7.5 instead.

0.7.3

Breaking API changes in pyvinecopulib

• Rename the mst_algorithm argument in FitControlsVinecop to tree_algorithm to match the underlying C++ API (#178).

  • The accepted values are now "mst_prim", "mst_kruskal" instead of "prim" and "kruskal".

• Drop support for Python 3.8. Add support for Python 3.13 (#181).

New features in pyvinecopulib

• Add support for random spanning trees in structure selection via tree_algorithm="random_weighted" and "random_unweighted" using Wilson’s algorithm, enabling uniform or weight-proportional tree sampling (#178).

• Upgrade to nanobind v0.2.7, which removes the need for casting hacks and improves compatibility (#180).

• Introduce a format() method and improve __str__ output for the Vinecop class (#144, #185).

• Add PEP 561-compatible stub files and full static type annotations across the package. Enable mypy checks in CI (#144).

• Add .[dev] and .[examples] extras in pyproject.toml for installing development and example dependencies (#181, #182, #183).

• Replace flake8 with ruff for linting and add code formatting checks (#182).

• Execute and test Jupyter notebooks in CI, including Graphviz rendering (#181).

Bug fixes in pyvinecopulib

• Fix non-deterministic structure selection in multithreaded environments by decoupling criterion computation from edge insertion (#178, vinecopulib#640).

• Refactor unit test environment setup and cleanup; remove stale directories in tests (#183).

• Fix documentation rendering and improve docstrings across the package (#144, #185).

Changes in vinecopulib version 0.7.3

These changes originate from the release 0.7.3 of vinecopulib, the C++ library which powers pyvinecopulib.

BREAKING API CHANGES

• The mst_algorithm option to FitControlsVinecop has been renamed to tree_algorithm to allow for alternative spanning tree algorithms (#637).

• tree_algorithm’s default value is now "mst_prim" instead of "prim", and "mst_kruskal" replaces "kruskal" (#637).

• The CMake option VINECOPULIB_BUILD_SHARED_LIBS has been changed to VINECOPULIB_PRECOMPILED to better reflect its purpose (#641).

NEW FEATURES

• Allow for random spanning trees as alternatives to the MST-based structure selection using tree_algorithm in FitControlsVinecop with "random_weighted" or "random_unweighted" (#637).

BUG FIXES

• Decouple edge insertion from criterion computation in VinecopSelector to fix randomness issues in structure selection when using multiple threads (#640)

Changes in vinecopulib version 0.7.2

These changes originate from the release 0.7.2 of vinecopulib, the C++ library which powers pyvinecopulib.

BUG FIXES

• More build system updates by @jschueller (#633)

• Fix deprecation warning in json header (#634)

• Fix TLL speed issues related to FFT (#635)

0.7.1

New features in pyvinecopulib

• Add pickle support for all classes (#168)

• Add allow_rotation option to FitControlsBicop and FitControlsVinecop (#168)

Bug fixes in pyvinecopulib

• Upgrade nanobind to allow for single row matrices (fix #169 and #170)

Changes in vinecopulib version 0.7.1

These changes originate from the latest release of vinecopulib, the C++ library which powers pyvinecopulib.

NEW FEATURES

• Add allow_rotation option to FitControlsBicop and FitControlsVinecop to allow for the rotation of the pair copulas (#628).

• Add a FitControlsConfig struct to create flexible and yet safe constructors for FitControlsBicop and FitControlsVinecop (#629).

BUG FIXES

• Restrict parameter range for fitting Tawn copulas; fix handling of their shape/argument order (#620).

• Compute and save loglik/nobs in Vinecop::fit() (#623)

• Disable unwanted compiler output related to BOOST_CONCEPT checks (#624)

0.7.0

This version introduces a switch to nanobind as a backend (#160): i.e., the C++ bindings, now use nanobind instead of pybind11. It allows for considerable performance improvements (~8x speedup in our latest benchmarks) and smaller binaries.

Breaking API changes in pyvinecopulib

• Removal of the overloaded constructors:

  • For all classes, only one constructor is now available. The reason is that the overloaded constructors were un-Pythonic, error-prone, and could not be properly documented with Sphinx. They have been replaced by a single constructor for each class, along with factory from_xzy methods.

  • For the Bicop class:

    • Bicop.from_family(): Instantiate from a family, rotation, parameters, and variable types.

    • Bicop.from_data(): Instantiate from data, as well as optional controls and variable types.

    • Bicop.from_file(): Instantiate from a file.

    • Bicop.from_json(): Instantiate from a JSON-like string.

  • For the Vinecop class:

    • Vinecop.from_dimension(): Instantiate an empty vine copula of a given dimension.

    • Vinecop.from_data(): Instantiate from data, as well as an optional FitControlsVinecop, an RVineStructure or matrix, and variable types.

    • Vinecop.from_structure(): Instantiate from an RVineStructure or matrix, as well as optional pair-copulas and variable types.

    • Vinecop.from_file(): Instantiate from a file.

    • Vinecop.from_json(): Instantiate from a JSON-like string.

  • For the RVineStructure class:

    • RVineStructure.from_dimension(): Instantiate a default structure of a given dimension and truncation level.

    • RVineStructure.from_order(): Instantiate from an order vector.

    • RVineStructure.from_matrix(): Instantiate from a matrix.

    • RVineStructure.from_file(): Instantiate from a file.

    • RVineStructure.from_json(): Instantiate from a JSON-like string.

New features in pyvinecopulib

• Expose more structure methods to python (#157)

• Switch to nanobind as a backend (#160)

• New IO methods for Bicop and Vinecop classes to use JSON-like strings (#160)

• Extensive documentation revamp (#160)

• Adding a benchmark example (#160)

• Convertion of all examples to Jupyter notebooks (#160)

Bug fixes in pyvinecopulib

• Install and test source distribution (#164)

Changes in vinecopulib

These changes originate from the underlying C++ library, vinecopulib, which powers pyvinecopulib.

New features

• Use analytical derivatives in discrete pdf/hfuncs (#572)

• Allow for alternative for "prim" vs "kruskal" in MST-based model selection (#577)

• Improve the dependencies install script to use it in other projects (#576)

• Add tawn copula (#579)

• Improve doc (#580, #585, #607)

• Allow for the discrete Rosenblatt transform (#581)

• Add Vinecop::fit() (#584)

• Improve Bicop::str() (#588) and Vinecop::str() (#589)

• Properly handle discrete variables for the TLL family (#597)

• Weighted pseudo-observations (#602)

• Cross-platform random numbers and add seeds options to to_pseudo_obs (#603)

• Improve performance by

  • aligning with the R defaults (e.g., BOOST_NO_AUTO_PTR, BOOST_ALLOW_DEPRECATED_HEADERS, BOOST_MATH_PROMOTE_DOUBLE_POLICY=false, std::string nonparametric_method = "constant" for the TLL instead of "quadratic", -O3 -march=native compiler flags) and add benchmarking example (#592, #611, #613),

  • using Eigen element-wise operations instead of boost whenever possible (#598, #612),

  • using binary search in the TLL for get_indices (#613).

Bug fixes

• Improve stability in BB7 PDF (#573)

• Revamped CI/CD pipeline, tests discoverable by CTest, boost version on windows ((66cf8b0))

• Fix ASAN issues (#583)

• Fix interface includes and other CMake issue (#586, #599, #601, #608), by @jschueller