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Releases: winedarksea/AutoTS

0.6.7

03 Jan 05:26
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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

20 Dec 22:09
1c28035
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0.6.6 🐌🐌🐌

  • bug fixes, particularly compatibility for the archaic pandas 1.0.3 still used at a certain big tech company

0.6.5

19 Dec 04:48
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0.6.5 🏮🏮🏮

  • horizontal and mosaic upgrades
  • bug fixes and template updates

0.6.4

11 Dec 02:27
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0.6.4 🔜🔜🔜

  • adjusted n_jobs back to minus 1 for multivariatemotif
  • fixed bug with plot_validations not working with some frequencies
  • force_validation added to import_template
  • model_list now enforced in new generations
  • added NeuralForecast

0.6.3

28 Nov 15:11
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0.6.3 🎐🎐🎐

  • energy datasets to load_live_daily
  • improved the 'Scalable' transformer_list to reduce memory issues on larger datasets
  • memory improvements to KalmanSmoother, HolidayTransformer, LocalLinearTrend
  • added DiffSmoother
  • added force_gc arg which can be tried if memory is in short supply relative to data (probably won't help much)

0.6.2

03 Nov 15:35
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0.6.2 🏡🏡🏡

  • FFTFilter added
  • FFT model added
  • kdtree to Univariate/Multivariate Motif
  • additional metrics to MetricMotif
  • added BallTreeMultivariateMotif model
  • added FFTDecomposition
  • added ReplaceConstant
  • added TiDE model
  • logging improvements for pytorch and some pytorch backend for gluonts support
  • added AlignLastDiff
  • added plot_metric_corr
  • added mate, wasserstein, dwd metrics

0.6.1

04 Oct 01:48
1ef829b
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0.6.1 ✨✨✨

  • CenterSplit transformer added
  • separated function for best model selection
  • improved graphing when forecast_length == 1
  • quieter Prophet
  • added PreprocessingRegression model
  • more KalmanStateSpace models
  • assorted bug fixes
  • added AutoTS diagnose_params

0.6.0

07 Aug 21:25
f2a332d
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0.6.0 ♨️♨️♨️

  • import_best_model and fit_data
  • added canberra distance to SeasonalityMotif and MetricMotif
  • DatepartRegressionTransformer now handles NaN in input data
  • new DatepartRegression and SeasonalityMotif based imputers
  • LevelShiftMagic transformer added
  • adjusted automatic resampling to be performed only when necessary (to avoid filling NA with 0 bug and aggfunc='sum')
  • fixed a bug where if a full validation round fails, best model selection fails
  • macro_micro to LocalLinearTrend

0.5.8

06 Jul 20:52
7c5d35c
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0.5.8 🌷🌷🌷

  • added plot_validations
  • updated pytorch forecasting for 1.0.0 version
  • plot_grid to prediction object
  • breaking change: plot_per_series_smape switched to the more accurately described plot_per_series_mape
  • various bug fixes such as 'TotalRuntime' missing

0.5.7

23 May 04:14
27999a2
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0.5.7 🛂🛂🛂

  • slight changes to holiday_flag to allow list in some cases
  • DatepartRegressionTransformer now accepts holiday country input as regressor
  • added RegressionFilter
  • changed bounded behavior of AlignLastValue
  • small bug fixes