sktime/pytorch-forecasting issues and pull requests

#1920 - [ENH] How should Two-way Linkage of `model_pkg` and `model_cls` look like?

Issue - State: open - Opened by phoeenniixx 16 days ago - 1 comment
Labels: enhancement

#1919 - [ENH] Move `BaseFixtureGenerator` to `pytorch-forecasting/tests/_base`

Pull Request - State: open - Opened by PranavBhatP 16 days ago - 5 comments

#1918 - [ENH] Add test skip mechanism to test framework model v1

Issue - State: open - Opened by phoeenniixx 17 days ago - 1 comment
Labels: enhancement

#1917 - [DOC] fix minor typo in changelog

Pull Request - State: closed - Opened by fkiraly 20 days ago
Labels: documentation

#1916 - [BUG] Device inconstency in `MQF2DistributionLoss` raising: RuntimeError: Expected all tensors to be on the same device

Pull Request - State: open - Opened by fnhirwa 20 days ago - 4 comments
Labels: bug, module:metrics

#1908 - [ENH] Improve test framework for v1 models

Pull Request - State: open - Opened by phoeenniixx 29 days ago - 11 comments

#1907 - [ENH] Improve test framework for v1 metrics

Pull Request - State: open - Opened by PranavBhatP 30 days ago - 30 comments
Labels: module:metrics

#1906 - [ENH] Improve the test framework of model testing in v1 and make it more robust

Issue - State: open - Opened by phoeenniixx about 1 month ago - 1 comment
Labels: enhancement

#1905 - [BUG] fixed memory leak in `TimeSeriesDataset` by using `@cached_property` and clean-up of index construction

Pull Request - State: open - Opened by Vishnu-Rangiah about 1 month ago - 1 comment
Labels: bug

#1904 - [ENH] improve test framework for metrics in v1.

Issue - State: open - Opened by PranavBhatP about 1 month ago - 1 comment
Labels: enhancement

#1903 - [BUG] Fix issue with `plot_prediction_actual_by_variable` unsupported operand type(s) for *: 'numpy.ndarray' and 'Tensor'

Pull Request - State: open - Opened by fnhirwa about 1 month ago - 1 comment

#1902 - [BUG] Fix issue with `EncodeNormalizer(method='standard', center=False)` for scale value

Pull Request - State: open - Opened by fnhirwa about 1 month ago - 3 comments
Labels: bug

#1901 - [BUG] EncoderNormalizer(method='standard', center=False) has wrong scale

Issue - State: open - Opened by cngmid about 1 month ago - 2 comments
Labels: bug

#1900 - [ENH] Create design document for model output and metrics standardization v2

Issue - State: open - Opened by PranavBhatP about 1 month ago - 6 comments
Labels: enhancement

#1899 - [ENH] implementing `iTransformer` from `tslib`.

Issue - State: open - Opened by PranavBhatP about 1 month ago
Labels: enhancement

#1898 - WIP

Pull Request - State: closed - Opened by Vishnu-Rangiah about 1 month ago - 3 comments

#1897 - [ENH] Refactor metrics to be polymorphic

Pull Request - State: open - Opened by phoeenniixx about 1 month ago - 12 comments
Labels: enhancement, module:models

#1896 - [ENH] Request for Quantiles Implementation for NHiTS

Issue - State: open - Opened by jobs-git about 1 month ago - 1 comment
Labels: enhancement

#1895 - [ENH] [WIP] Standardize model output to 4d tensor

Pull Request - State: open - Opened by PranavBhatP about 1 month ago - 17 comments
Labels: enhancement, module:models

#1894 - [ENH] standardize model output format to `(batch, timesteps, features, quantiles)` in v2

Issue - State: open - Opened by PranavBhatP about 1 month ago - 1 comment
Labels: enhancement

#1893 - [ENH] ensure all models are added to v1 testing, and all legacy tests are part of the frameworks

Issue - State: open - Opened by fkiraly about 1 month ago
Labels: enhancement

#1892 - [ENH] rename "model metadata" classes to "model package" classes

Pull Request - State: closed - Opened by fkiraly about 2 months ago
Labels: enhancement, module:models

#1891 - [DOC] add project badges to README: sponsoring and downloads

Pull Request - State: closed - Opened by fkiraly about 2 months ago
Labels: documentation

#1890 - [ENH] ensure that model metadata/package class can generate instances

Issue - State: open - Opened by fkiraly about 2 months ago - 1 comment
Labels: enhancement, module:test_framework, module:models

#1889 - [ENH] Add `Tide` to test framework of `ptf-v2`

Pull Request - State: open - Opened by phoeenniixx about 2 months ago - 18 comments
Labels: module:models

#1888 - [ENH] two-way linkage of model package classes and neural network classes

Pull Request - State: open - Opened by fkiraly about 2 months ago - 2 comments
Labels: enhancement, API design, module:models

#1887 - [ENH] `metadata` Testing for models and data modules for `ptf-v2`

Issue - State: open - Opened by phoeenniixx about 2 months ago - 2 comments
Labels: enhancement, module:test_framework, module:models

#1886 - [API] Change the name of Metadata container in test framework

Issue - State: closed - Opened by phoeenniixx about 2 months ago - 2 comments
Labels: API design, module:models

#1885 - Release 1.4.0

Pull Request - State: closed - Opened by fkiraly about 2 months ago
Labels: maintenance, release

#1884 - [BUG] MPS memory issues, memory leak

Issue - State: open - Opened by kamdz01 about 2 months ago - 3 comments
Labels: bug

#1883 - [API] v2 interface design - output (predict, backtesting etc) interface

Issue - State: open - Opened by fkiraly about 2 months ago - 1 comment
Labels: enhancement, API design

#1881 - [DOC] I think the doc is incorrect in a misleading way - need to confirm

Issue - State: open - Opened by travis-leith about 2 months ago - 1 comment
Labels: documentation

#1880 - [ENH] Add warning for multi-target forecasting support in `BaseModel`

Pull Request - State: open - Opened by PranavBhatP about 2 months ago - 1 comment

#1879 - [ENH] add warnings to indicate missing multi-target forecasting support with `MultiLoss` in v2 base model.

Issue - State: open - Opened by PranavBhatP about 2 months ago
Labels: enhancement

#1878 - [BUG] enable silenced TFT v2 tests

Pull Request - State: closed - Opened by fkiraly about 2 months ago - 1 comment
Labels: bug, module:test_framework

#1877 - [ENH] refactor test data scenario generation to `tests._data_scenarios`

Pull Request - State: closed - Opened by fkiraly about 2 months ago
Labels: enhancement, module:test_framework

#1876 - [DOC] Request example of training model without pytorch lightning and dataloader

Issue - State: open - Opened by jobs-git about 2 months ago
Labels: documentation

#1875 - [WIP] [ENH] Add timeseries integration test for various models

Pull Request - State: open - Opened by jobs-git about 2 months ago - 1 comment
Labels: enhancement

#1874 - [ENH] `DLinear` model from `tslib`

Pull Request - State: closed - Opened by PranavBhatP about 2 months ago - 28 comments

#1872 - [BUG] Fix for the case when reduction is set to `none`

Pull Request - State: closed - Opened by fnhirwa about 2 months ago - 1 comment
Labels: bug

#1871 - [ENH] Improve categorical variable handling in D1 and D2 of PTF v2.

Issue - State: open - Opened by PranavBhatP about 2 months ago - 9 comments
Labels: enhancement, API design

#1870 - [API] M layer design

Issue - State: open - Opened by fkiraly about 2 months ago - 4 comments
Labels: enhancement, API design

#1869 - [ENH] implementing `DLinear` with `tslib` data module.

Issue - State: closed - Opened by PranavBhatP about 2 months ago

#1868 - [ENH] Add `TimeXer` model to test framework of `ptf-v2`

Pull Request - State: closed - Opened by phoeenniixx about 2 months ago - 23 comments

#1867 - [MNT] issue templates

Pull Request - State: closed - Opened by fkiraly about 2 months ago
Labels: maintenance

#1866 - [DOC] improved pull request template

Pull Request - State: closed - Opened by fkiraly about 2 months ago
Labels: maintenance

#1865 - [API] handling mandatory `add_relative_time_idx`

Issue - State: open - Opened by fkiraly 2 months ago - 4 comments
Labels: enhancement

#1864 - [MNT] Clearly define the MLP as a class/nn.model

Pull Request - State: closed - Opened by jobs-git 2 months ago - 2 comments

#1863 - ValueError: Trainer is already configured with a `LearningRateFinder` callback.Please remove it if you want to use the Tuner.

Issue - State: open - Opened by TristanPy 2 months ago

#1862 - [ENH] refactoring varying integration test parameters to v1 test framework

Issue - State: open - Opened by fkiraly 2 months ago - 1 comment
Labels: enhancement

#1861 - [ENH] refactor test metadata container to include data loader configs

Pull Request - State: closed - Opened by fkiraly 2 months ago - 15 comments
Labels: enhancement

#1860 - [ENH] re-implement the logic of data loading to ensure good performance

Issue - State: open - Opened by workhours 2 months ago - 2 comments

#1859 - [ENH] `DecoderMLP` metadata container for v1 tests

Pull Request - State: closed - Opened by fkiraly 2 months ago - 1 comment
Labels: enhancement

#1858 - [ENH] Add metadata pytest fixtures to reduce code duplication in tests

Issue - State: open - Opened by PranavBhatP 2 months ago - 1 comment
Labels: enhancement

#1857 - [BUG] training data time_idx should be end-align

Issue - State: open - Opened by workhours 2 months ago - 6 comments

#1856 - [MNT] Add 'UP' to extend-select for pyupgrade python syntax

Pull Request - State: closed - Opened by Borda 2 months ago - 4 comments
Labels: maintenance

#1855 - [ENH] address `__array_wrap__` change incompatibility between `numpy 2` and early `torch` or `pandas` versions

Pull Request - State: open - Opened by fkiraly 2 months ago
Labels: enhancement

#1854 - [BUG] DataLoader not Batching slices of encoder length

Issue - State: closed - Opened by jobs-git 2 months ago - 1 comment
Labels: bug

#1853 - [MNT] Replace Black with Ruff formatting and update configuration

Pull Request - State: closed - Opened by Borda 2 months ago - 4 comments
Labels: maintenance

#1852 - [MNT] Move config from `setup.cfg` to `pyproject.toml`

Pull Request - State: closed - Opened by Borda 2 months ago - 2 comments
Labels: maintenance

#1851 - [MNT] Move `pytest` configuration to `pyproject.toml`

Pull Request - State: closed - Opened by Borda 2 months ago - 3 comments
Labels: maintenance

#1850 - [ENH] Precompute data to massively accelerate training by ~2000% in GPU

Pull Request - State: open - Opened by jobs-git 2 months ago - 20 comments
Labels: enhancement

#1849 - [BUG] Slow model training with GPU

Issue - State: open - Opened by jobs-git 2 months ago
Labels: bug

#1848 - [ENH] Faster dataloader

Issue - State: closed - Opened by jobs-git 2 months ago - 1 comment

#1846 - [ENH] Improve performance by 2000% by directly batching without using dataloader

Issue - State: open - Opened by jobs-git 2 months ago
Labels: enhancement

#1845 - [ENH] Request for model refit

Issue - State: open - Opened by jobs-git 2 months ago
Labels: enhancement

#1844 - [ENH] change loss dtype from `nn.Module` to `Metric`.

Issue - State: open - Opened by PranavBhatP 2 months ago - 2 comments

#1843 - [ENH] add tests for `TiDE` Model.

Pull Request - State: open - Opened by PranavBhatP 2 months ago - 3 comments

#1842 - [BUG] Error when training Tide with more than 1 unknown reals

Issue - State: open - Opened by mrgreen3325 2 months ago
Labels: bug

#1841 - [ENH] Test framework for `ptf-v2`

Pull Request - State: closed - Opened by phoeenniixx 2 months ago - 39 comments

#1840 - [ENH] avoid "load from repo" with stallion data, replace in testing

Issue - State: open - Opened by fkiraly 2 months ago
Labels: enhancement

#1839 - [BUG] Test dataset error during inference for deployment

Issue - State: open - Opened by mrgreen3325 2 months ago - 3 comments
Labels: bug

#1838 - [ENH] Testing Framework for `ptf-v2`

Issue - State: open - Opened by phoeenniixx 2 months ago - 1 comment

#1837 - Allow direct initialization of NBeats model without from_dataset

Pull Request - State: open - Opened by MeherBhaskar 2 months ago - 5 comments

#1836 - [ENH] Implementing D2 data module, tests and `TimeXer` model from `tslib` for v2

Pull Request - State: closed - Opened by PranavBhatP 3 months ago - 28 comments
Labels: enhancement

#1835 - [ENH] Restructure codebase: Create separate modules for shared architecture layers.

Issue - State: open - Opened by PranavBhatP 3 months ago - 11 comments
Labels: API design

#1834 - [BUG] EXPERIMENTAL PR: Solve the bug in `data_module`

Pull Request - State: closed - Opened by phoeenniixx 3 months ago - 11 comments
Labels: bug

#1833 - [ENH] Implement `D2` layer and `BaseModel` class for `tslib` specific models.

Issue - State: closed - Opened by PranavBhatP 3 months ago - 8 comments

#1832 - [ENH] EXPERIMENTAL PR: make the `data_module` dataclass-like

Pull Request - State: closed - Opened by phoeenniixx 3 months ago - 7 comments

#1831 - [ENH] Design Questions for `ptf-v2`

Issue - State: open - Opened by phoeenniixx 3 months ago - 11 comments
Labels: API design

#1830 - [DO NOT MERGE] Experimental PR to demonstrate `TimeXer` model usage with v2 design

Pull Request - State: open - Opened by PranavBhatP 3 months ago - 9 comments

#1829 - [ENH] Refactor the `data_module` layer in `ptf-v2`

Issue - State: open - Opened by phoeenniixx 3 months ago - 6 comments

#1828 - [BUG] TFT integration tests fail on python 3.13 and windows

Issue - State: open - Opened by fkiraly 3 months ago
Labels: bug

#1827 - [BUG] fix incorrect concatenation dimension in `concat_sequences`

Pull Request - State: closed - Opened by cngmid 3 months ago - 5 comments
Labels: bug

#1826 - [BUG] Passing weights to TimeSeriesDataset

Issue - State: open - Opened by preeyaa 3 months ago - 1 comment
Labels: bug

#1825 - [BUG] TFT + categorical features seems not to be compatible with DDP in some situations.

Issue - State: open - Opened by mkuiack 3 months ago - 5 comments
Labels: bug

#1823 - [BUG] utils.concat_sequences concatenation should be on dim=0 ?

Issue - State: closed - Opened by cngmid 3 months ago - 1 comment
Labels: bug

#1822 - [BUG] plot_prediction_actual_by_variable feeds a numpy.ndarray to TorchNormalizer.inverse_transform

Issue - State: open - Opened by cngmid 3 months ago - 1 comment
Labels: bug

#1821 - [BUG] plot_prediction_actual_by_variable feeds a numpy.ndarray to A TorchNormalizer

Issue - State: closed - Opened by cngmid 3 months ago
Labels: bug

#1820 - [BUG] TFT: Target Included in Historic Encoder

Issue - State: closed - Opened by yesteryearer 3 months ago - 4 comments
Labels: bug

#1819 - [ENH] Add Typehints to `TimeSeriesDataSet` to align with pep 585

Pull Request - State: closed - Opened by fnhirwa 4 months ago - 1 comment

#1818 - [ENH] Allow multiple instances from multiple mock classes in `_safe_import`

Pull Request - State: closed - Opened by fnhirwa 4 months ago - 6 comments

#1817 - [BUG] TimeseriesDataset _set_target_normalizer no longer functions as expected for a setter function.

Issue - State: open - Opened by arizzuto 4 months ago - 6 comments
Labels: bug

#1815 - [ENH] `_safe_import` to allow multiple instances from multiple mock classes

Issue - State: closed - Opened by jgyasu 4 months ago - 2 comments

#1814 - [ENH] add tests for `TiDEModel` with `test_tide.py`

Pull Request - State: closed - Opened by PranavBhatP 4 months ago - 4 comments

#1813 - [ENH] EXPERIMENTAL: Example notebook based on the new data pipeline

Pull Request - State: closed - Opened by phoeenniixx 4 months ago - 13 comments
Labels: documentation

#1812 - [ENH] EXPERIMENTAL: TFT model based on the new data pipeline

Pull Request - State: closed - Opened by phoeenniixx 4 months ago - 8 comments

#1811 - [ENH] EXPERIMENTAL PR: D1 and D2 layer for v2 refactor

Pull Request - State: closed - Opened by phoeenniixx 4 months ago - 22 comments

#1810 - [BUG]model.predict(..., return_y=True) causes error if the last batch is unequal to the batch size

Issue - State: open - Opened by novusshu 4 months ago
Labels: bug

#1809 - Optimization proposal for InterpretableMultiHeadAttention in TFT

Issue - State: open - Opened by RbnGlz 4 months ago

GitHub / sktime/pytorch-forecasting issues and pull requests