v4.1.0

4.1.0 (2023-07-23)

Bug Fixes

• 424 allow any np.intX as training target (63a8dba)
• compute unsupervised loss using numpy (49bd61b)
• custom loss using inplace operations (423f7c4)
• disable ansi (60ec6bf)
• feature importance not dependent from dataloader (5b19091)
• README patience to 10 (fd2c73a)
• replace std 0 by the mean or 1 if mean is 0 (ddf02da)
• try to disable parallel install (c4963ad)
• typo in pandas error (5ac5583)
• update gpg key in docker file gpu (709fcb1)
• upgrade the ressource size (fc59ea6)
• use numpy std with bessel correction and test (3adaf4c)

Features

• add augmentations inside the fit method (6d0485f)
• add warm_start matching scikit-learn (d725101)
• added conda install option (ca14b76), closes #346
• disable tests in docker file gpu to save CI time (233f74e)
• enable feature grouping for attention mechanism (bcae5f4)
• enable torch 2.0 by relaxing poetry (bbd7a4e)
• pretraining matches paper (5adb804)
• raise error in case cat_dims and cat_idxs are incoherent (8c3b795)
• update python (dea62b4)

v4.0

What's Changed

• fixes minor README typos and improves readability and consistency by @discdiver in #272
• feat: raise error in case cat_dims and cat_idxs are incoherent by @eduardocarvp in #289
• feat: pretraining matches paper by @Optimox in #302
• docs: add conventional commits to readme by @eduardocarvp in #286
• WIP fix: update gpg key in docker file gpu by @Optimox in #339
• feat-312: replace prints by warnings by @Optimox in #337
• fix: custom loss using inplace operations by @eduardocarvp in #323
• feat: disable tests in docker file gpu to save CI time by @Optimox in #342
• feat/336 : check if pandas df and drop_last default to True by @Optimox in #338
• feat: add warm_start matching scikit-learn by @Optimox in #340
• Added conda install instruction by @sugatoray in #347
• Bugfix - pretraining oom by @eduardocarvp in #348
• fix: feature importance not dependent from dataloader by @Optimox in #372
• feat: add augmentations inside the fit method by @Optimox in #363
• chore: update dockerfile_gpu to latest version by @Hartorn in #409
• fix: README patience to 10 by @Optimox in #396
• chore: fix release scripts by @Hartorn in #412

New Contributors

• @discdiver made their first contribution in #272
• @sugatoray made their first contribution in #347

Full Changelog: v3.1.1...v4.0

v3.1.1

Bug Fixes

• add preds_mapper to pretraining (76f2c85)

v3.1.0

Bug Fixes

• n_a not being used (7ae20c9)

Features

• save and load preds_mapper (cab643b)

v3.0.0

Bug Fixes

• checknan allow string as targets (855befc)
• deactivate pin memory when device is cpu (bd0b96f)
• fixed docstring issues (d216fbf)
• load from cpu when saved on gpu (451bd86)

Features

• add new default metrics (0fe5b72)
• enable self supervised pretraining (d4af838)
• mask-dependent loss (64052b0)

v2.0.1

Bug Fixes

• add check for evalset dim (ba09980)
• pin memory available for training only (28346c2)
• specify device (46a301f)
• torch.load map_location in Py36 fallback (63cb8c4)

v2.0.0

Bug Fixes

• 1000 lines only when env=CI (c557349)
• add map_location to torch load (c2b560e)
• load_model fallback to BytesIO for Py3.6 (55c09e5)

Features

• add check nan and inf (d871406)
• add easy schedulers (0ae114f)
• adding callbacks and metrics (1e0daec)
• refacto models with metrics and callbacks (cc57d62)
• speedups (5a01359)
• TabNetMultiTaskClassifier (5764a43)
• update readme and notebooks (9cb38d2)

v1.2.0

Bug Fixes

• verbosity with schedulers (d6fbf90)

Features

• add entmax as parameter (96c8a74)
• allow other optimizer parameters (16d92d5)
• allow weights sample for regression (d40b02f)
• save and load tabnet models (9d2d8ae)
• save params and easy loading (6e22393)

v1.1.0

Bug Fixes

• allow zero layer (e3b5a04)
• sort by cat_idx into embedding generator (9ab3ad5)
• update forest_example notebook (8092324)

Features

• add multi output regression (ffd7c28)
• add num_workers and drop_last to fit parameters (313d074)
• remove mask computations from forward (44d1a47)
• speed boost and code simplification for GBN (1642909)

v1.0.6

chore: release v1.0.6