Releases: winedarksea/AutoTS
Releases · winedarksea/AutoTS
0.6.15
0.6.15 🇺🇦 🇺🇦 🇺🇦
- Constraint transformer added
- historical_growth constraint method added
- fft as multivariate_feature for Cassandra
- None trend_window now searched as part of Cassandra
- "quarterlydayofweek" method added for datepart
- threshold_method arg to AlignLastValue
- general tempate updated
- slight change to MATSE metric, now only abs values for scaling
- additional args to DatepartRegression
- bug fixes
0.6.14
0.6.14 🇺🇦 🇺🇦 🇺🇦
- prevent excessive use of 'CenterSplit' and other macro_micro style transformers
- added ElasticNetwork as subsidiary regression model option
- KalmanSmoothing, BKBandpassFilter added on_inverse option
- add threshold arg to AlignLastValue
0.6.13
0.6.13 🇺🇦 🇺🇦 🇺🇦
- trend_phi directly into Prophet
- subset arg to make KalmanStateSpace more scalable to memory
- bug fixes
0.6.12
0.6.12 🇺🇦 🇺🇦 🇺🇦
- bug fixes
- added DMD model
- modified the
constraints
options so it now accepts of list of dictionaries of constraints with new last_window and slope options - 'dampening' as a constraint method to dampen all forecasts, fixed Cassandra trend_phi dampening
- new med_diff anomaly method and 'laplace' added as distribution option
- modified fourier_df to now work with sub daily data
- some madness with wavelets attempting to use them like fourier series for seasonality
0.6.11
0.6.11 🇺🇦 🇺🇦 🇺🇦
- bug fixes
- continually trying to keep up with the Pandas maintainers who are breaking stuff for no good reasonable
- updated RollingMeanTransformer and RegressionFilter, RegressionFilter should now be less memory intensive
- EIA data call to load_live_daily
- horizontal_ensemble_validation arg for more complete validation on these ensembles
0.6.10
0.6.10 🇺🇦 🇺🇦 🇺🇦
- assorted minor bug fixes
- bug in mosaic model selection fixed
- added crosshair_lite mosaic
0.6.9
0.6.9 🇺🇦 🇺🇦 🇺🇦
- expanded regressor options for MultivariateRegression, NeuralForecast (currently only available directly, not from AutoTS class)
- matse bug fix on all 0 history
0.6.8
0.6.8 🇺🇦 🇺🇦 🇺🇦
- bug fixes, robust for OpenBLAS nan handling kernel failures
- added BKBandpassFilter
- added expand_horizontal for scaling mosaics
0.6.7
0.6.7 🇺🇦 🇺🇦 🇺🇦
- Cassandra bug fix
- isolated_only to anomaly methods
- matse metric is possibly temporary and not added to per series weighting options
- added HistoricValues transformer
0.6.6
0.6.6 🐌🐌🐌
- bug fixes, particularly compatibility for the archaic pandas 1.0.3 still used at a certain big tech company