- bugfixes
- Fixed scenarios where n_chunks == 0 in _get_array_ranges and fixed empty input array edge case
- features
- Added
normalizetocore.mass - Added motif discovery (
stumpy.motifsandstumpy.match) - Added snippets for identifying regimes (
stumpy.snippets) - Added pan matrix profile (
stumpy.stimp,stumpy.stimped,stumpy.gpu_stimp) - Added
excl_zoneparameter to config.py (config.STUMPY_EXCL_ZONE_DENOM)
- Added
- tasks
- Aggregate or Refactor Dask Unit Tests
- Added script for testing latest Numba release candidate
- Converted bash scripts to [[ ... ]] construct
- Updated Python class declaration
- Updated to RTD to PyData Sphinx Theme
- Updated conda installation environment
- Refactored test files and added check to ensure that naive implementations always come ahead of tests
- documentation
- Corrected binder badges to point to "main"
- Updated tutorial to discover motif/discord indices
- Added missing docstrings and fixed minor typos
- Added missing logo file and favicon to _static directory
- Updated source installation instructions
- Added instructions for Apple M1 chip
- Updated Contributor guide
- Added include/discords tutorial example to subspace
- Added bonus content on interpreting the columns of a matrix profile
- Added syntax highlighting to tutorials
- Replaced matplotlib params with style file
- Added Annotation Vectors Tutorial
- Added Binder links to top of tutorials
- Added introduction to Snippets Tutorial
- bugfixes
- Fixed chunk size for
scrumpandscraampwhen time series are short
- Fixed chunk size for
- features
- Added
maampandmaampedfunctions - Added
scraampfunction - Added a new
core.non_normalizeddecorator that re-routes normalized functions to non-normalized functions - All z-normalized functions now accept a
normalizeparameter
- Added
- tasks
- Renamed
mainbranch - Removed Azure pipelines badge
- Refactored
subspace - Refactored non-normalized functions
- Added non-normalized support to
floss
- Renamed
- documentation
- Updated README with
if __name__ == "__main__"for Dask and Jupyter notebooks - Removed all
aampreferences asnormalize=Falseshould be used instead - Fixed function docstrings and typos in API docs
- Updated README with
- bugfixes
- None
- features
- Added the NEP 29 policy
- tasks
- Added CI for minimum version dependencies
- documentation
- Updated README to conver NEP 29
- bugfixes
- None
- features
- None
- tasks
- Bumped minimum NumPy version to use
np.array_equal
- Bumped minimum NumPy version to use
- documentation
- None
- bugfixes
- None
- features
- Added maximum window size check
- Added window size checking to preprocessing
- tasks
- Replaced array comparison in
core.are_arrays_equalwithnp.array_equal - Added Github Actions and badge
- Improved stability for integration with other packages
- Replaced array comparison in
- documentation
- Fixed typo
- Replaced NABDConf motivation video with PyData Global video
- bugfixes
- Fixed inconsistent
mstump/mstumpedoutput to match description in published work
- Fixed inconsistent
- features
- Added
subspacefunction for compute multi-dimensional matrix profile subspace - Added
includeanddiscordshandling tosubspace - Added
mdlbuilding blocks - Added
ostinatoDask distributed, GPU, andaampvariants - Added fast rolling min/max functions
- Added
- tasks
- Updated Azure Pipelines CI coverage tests to use latest images
- Added
mstumptutorial to Binder - Fixed bad reference to
aamp_gpu_ostinato - Fixed
aamp_ostinatounit test coverage - Converted
conda.shtobash - Moved all private functions out of
__init__.py - Added commands to remove
build/,dist/, andstumpy.egg/after PyPI upload - Added twine to environment setup script
- Fixed incorrect date in
CHANGELOG.md
- documentation
- Added
mstumptutorial to RTD - Updated various function docstrings
- Added Github Discussions to README and RTD
- Updated API list on RTD
- Added
- bugfixes
- Fixed incorrect cancelling of Dask data that was being scattered with
hash=False - Fixed floating point imprecision in computing distances with
mass_absolute
- Fixed incorrect cancelling of Dask data that was being scattered with
- features
- Added
ostinatofunction for computing consensus motifs - Added new approach for retrieving the most central consensus motif from
ostinato - Added
mpdistfunction for computing the MPdist distance measure - Added
mpdistedfunction for computing the MPdist distance measure - Added
gpu_mpdistfunction for computing the MPdist distance measure - Added
aampdistfunction for computing the MPdist distance measure - Added
aampdistedfunction for computing the MPdist distance measure - Added
gpu_aampdistfunction for computing the MPdist distance measure - Changed
np.convolveto the fasterscipy.signal.convolvefor FFT - Added matrix profile subspace for multi-dimensional motif discovery
- Replaced existing rolling functions with fast Welford nanstd and nanvar functions
- Added
- tasks
- Updated Azure Pipelines CI to use latest images
- Fixed tutorial typos
- Added ostinato paper to README References
- Added
mambato speed up Python environment installation - Added
ostinatotutorial - Added a series of new unit tests (maintained at 100% test coverage)
- Updated all tutorials to use Zenodo links for data retrieval
- Removed tutorial plotting function that set default plotting conditions
- Added AB-join tutorial
- Replaced rolling window isfinite with a much faster function
- Updated Github PR template to use conda-forge channel
- Updated Welford corrected-sum-of-squares derivation
- Updated Binder environment to use STUMPY release in Binder postBuild
- documentation
- Fixed GPU function signatures that were being displayed on RTD
- Fixed incorrect docstring indentation
- Added STUMPY docs and Github code repo to Resources section of tutorials
- Added default values to docstrings
- bugfixes
- Fixed AB-join so that it now matches the published definition (previously, BA-join)
- features
- Added nan/inf support to FLOSS/FLUSS
- tasks
- Removed Pandas series in GPU tests to improve unit test speed in CI
- Identify operating system prior to installing cuda toolkit
- Changed
left/rightkeywords in all unit tests toref/comp - Split up unit tests and coverage testing
- Updated
displayNamesin Azure Pipelines test.shnow acceptsunit,custom, andcoveragekeywords- Fixed typos
- Added pattern searching (MASS) tutorial
- Added
Contributenotebook to RTD table of contents for first time contributors - Refactored
_compute_diagonalfor speed improvements - Replaced
np.rollwith slice indexing instumpy.floss - Refactored and improved
aampiandstumpiupdate performance - Added
lxmlto environment.yml
- documentation
- Added
plt.show()to code figures in tutorials - Updated
stumpitutorial withegress=False
- Added
- bugfixes
- Fixed warning and check when time series has inappropriate dtype
- Fixed scenarios where identical subsequences produce non-zero distances
- features
- For interactive data science work, matrix profile calcs are 10-15x faster
- Added
aampwith non-normalized Euclidean distance (i.e., no z-normalization) - Added
aamped - Added
aampi - Added
gpu_aamp - Added egress for
stumpiand egress is now the default behavior - Added a
mass_absolutefunction for non-normalized distance calculation with FFT convolution - Added diagonal pre-processing function to
core.py - Added centered-sum-of-products and Pearson correlation in place of sliding dot products
- Added left and right matrix profile indices to
scrumpand converted to Pearson correlation
- tasks
- Removed Pandas series in GPU tests to improve unit test speed in CI
- Updated to latest version of black for better formatting
- Refactored redundant test section
- Added unit test for inappropriate dtype inputs
- Corrected absolute stumpy import to be relative import
- Replaced
._illegalattribute with a more obvious._T_isfiniteattribute - Moved common diagonal functions to
core.py - Replaced
ordervariable with the more obviousdiagname - Added environment.yml for easier installation of dependencies
- Removed random print statement in code
- Moved STUMPY thresholds to global parameters in
config.py - Refactored left/right matrix profile indices
- Refactored NaN checking
- Check for Linux OS and add TBB dynamically especially for CI
- documentation
- Added
aampreference to README - Update docstrings to be less verbose for API documentation
- Fixed some typos
- Replaced
sep="\s+"withsep="\\s+"in tutorials - Added notes and derivations for Pearson correlation and centered-sum-of-products
- Renamed tutorials with underscores for consistency
- Added all
aamp-like functions to API reference - Replaced MS Word docs with LaTeX notebooks
- Added
- bugfixes
- Fixed bad chunking in
compute_mean_std
- Fixed bad chunking in
- features
- Added parallelized
scrump - Added NaN/inf support to
scrump - Added
prescrump(and, consequently, scrump++) - Added AB-join to
scrump - Added unit test for
scrump - Added constrained inclusion motif search for
mstump/mstumped - Added discord support for
mstump/mstumped - Changed sorting to pure numpy in
mstump/mstumpedfor better performance - Added NaN/inf support to
gpu_stump - Added new
core.preprocessfunction - Added NaN/inf support to
core.mass - Added
core.apply_exclusion_zonefor consistent exclusion zone across functions - Added
stumpifor incrementally updating matrix profiles with streaming data - Added
stumpiunit tests - Added NaN/inf support for
stumpi - Converted
floss.flossgenerator toclass
- Added parallelized
- tasks
- Added Python 3.8 to Azure Pipelines for unit testing
- Moved
stompto_stompto prevent public usage - Fixed numerous typos
- Added several
np.asarraycalls to input arrays - Split some unit tests out into separate files
- Updated distributed teststo use context manager
- Refactored
_calculate_squared_distance - Added
core.pyto JIT-compiled unit test section - Remove mypy config file
- Corrected cuda.jit signature for
gpu_stump - Shortened time series length for faster GPU tests
- Removed link to discourse from documentation
- Added global variables for controlling chunking in
compute_mean_std - Replaced name of
naive_masswithnaive_stamp - Removed redundant "caption" in RTD ToC
- Renamed
stamp.massto privatestamp._mass_PI - Added flake8-docstrings checking
- Renamed
utils.pytonaive.pyand updated corresponding function calls - Added
stumpiandscrumpto STUMPY API (RTD)
- documentation
- Initialized shapelet discovery tutorial (WIP)
- Updated
check_window_sizedocstring - Added
gpu_stumpto tutorial - Added
scrumptutorial for Fast Approximate Matrix Profiles - Updated string formatting to conform to flake8
- Added
stumpitutorial - Improved
mstumptutorial (WIP) - Added additional references to original matrix profile papers
- bugfixes
- Fixed MSTUMP/MSTUMPED input dimensions check
- Fixed inconsistent MSTUMP/MSTUMPED output
- features
- Added support for constant subsequences and added unit tests
- Improved GPU memory consumption for self-join
- Added ability to handle NaN and inf values in all matrix profile algorithms (except gpu_stump)
- tasks
- Updated performance table with new performance results, better color scheme, intuitive hardware grouping
- Re-organized ndarray input verification steps
- Added more unit tests and rearranged test order
- Removed Python type hints or type annotations
- Split failing dask unit tests into multiple test files
- Added PR template
- Updated Mac OS X image for Azure Pipelines
- Replaced stddev computation with a memory efficient rolling chunked stddev
- Modified exclusion zone to be symmetrical
- Refactored multi-dimensional mass
- Fixed scenarios where subsequence contains zero mean
- Added explicit PR trigger to Azure Pipelines
- Updated installation instructions to use conda-forge channel
- Fixed time series chains all_c test to handle differences in Python set order
- documentation
- Fixed various typos
- Refactored tutorials for clarity
- bugfixes
- Fixed MSTUMP/MSTUMPED input dimensions check
- Fixed inconsistent MSTUMP/MSTUMPED output
- features
- Added parallel GPU-STUMP (i.e., multi-GPU support) using Python multiprocessing and file I/O
- Added Python type hints/type annotations
- tasks
- Updated performance table and plots with STUMPY.2, GPU-STUMP.1, GPU-STUMP.2, GPU-STUMP.DGX1, and GPU-STUMP.DGX2 results
- Fixed test function names
- Added Python script for easier performance timing conversion
- documentation
- Added window size (m = 50) for performance calculations
- Fixed various typos
- Added missing and improved docstrings
- Replaced Bokeh with Matplotlib
- Updated GPU-STUMP example with multi-GPU support
- features
- Added ability to select GPU device in gpu_stump
- tasks
- Changed all README hyperlinks to double underscores
- Added API links to README
- Added STUMPY circle image (logo)
- Suppressed pytest junit_family deprecation warning
- Replaced
python installwithpython -m pip install .
- bugfixes
- Fixed incorrect GPU output for self joins
- features
- Added array check for NaNs
- Improved test script for CI
- tasks
- Added discourse group at stumpy.discourse.group
- Updated formatting and added newline before logo
- Made logo a hyperlink to Github repo
- Added custom CSS to sphinx theme
- bugfixes
- Fixed Python AST utf8 file reading bug on Windows
- bugfixes
- Fixed driver not found function when no GPU present
- Fixed gpu_stump docstring in RTD
- bugfixes
- Fixed transposed Pandas DataFrame issue #66
- features
- Added GPU support (NVIDIA Only)
- tasks
- Added CHANGELOG
- Added GPU tests for GPU-STUMP
- Added CPU tests (via CUDA simulator) for GPU-STUMP
- Added additional STUMPY logos
- Disabled bidirectional and left indices for FLOSS
- Added STUMPY to Python 3 Statement
- documentation
- Added reference to semantic segmentation
- Added gpu_stump API to RTF
- Added gpu_stump example to README
- Improved docstring for mstump(ed)
- Improved time series chains tutorial
- Added FLUSS to README
- Added missing docstring for FLOSS
- Added FLOSS and FLUSS to RTD API
- Updated docstring DOIs with URLs to primary references
- Added motif discovery to exisiting tutorial
- bugfixes
- Removed incorrect compatibility with Py35
- Split Numba JIT tests tests to ensure proper Dask PyTest teardown
- features
- Added FLUSS and FLOSS
- Added Pandas Series/DataFrame support
- tasks
- Added conda-forge support
- Set up CI with Azure Pipelines
- Added black and flake8 checks
- 100% test coverage
- Added badges
- Added version attr
- Added performance graph
- Published in JOSS
- Added STUMPY logo suite
- Added CHANGELOG
- documentation
- Added RTD documentation
- Added Tutorials
- Added Binder support
- Added NABDConf presentation
- Initial release