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[Time series] Add PatchTSMixer #26247

Merged
merged 229 commits into from
Dec 5, 2023
Merged

[Time series] Add PatchTSMixer #26247

merged 229 commits into from
Dec 5, 2023

Commits on Sep 11, 2023

  1. patchtsmixer initial commit

    Arindam Jati committed Sep 11, 2023
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  2. x,y->context_values,target_values, unittest addded

    Arindam Jati committed Sep 11, 2023
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  3. cleanup code

    @vijaye12ibm
    vijaye12ibm authored and Arindam Jati committed Sep 11, 2023
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  4. minor

    Arindam Jati committed Sep 11, 2023
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  5. return hidden states

    @vijaye12ibm
    vijaye12ibm authored and Arindam Jati committed Sep 11, 2023
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  6. model tests, partial integration tests

    Arindam Jati committed Sep 11, 2023
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  7. ettm notebook temporary

    Arindam Jati committed Sep 11, 2023
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  8. minor

    Arindam Jati committed Sep 11, 2023
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  9. config mask bug fix, tests updated

    Arindam Jati committed Sep 11, 2023
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  10. final ETT notebooks

    Arindam Jati committed Sep 11, 2023
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  11. add selfattn

    @vijaye12ibm
    vijaye12ibm authored and Arindam Jati committed Sep 11, 2023
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  12. init

    @vijaye12ibm
    vijaye12ibm authored and Arindam Jati committed Sep 11, 2023
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  13. added docstrings

    Arindam Jati committed Sep 11, 2023
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  14. PatchTSMixerForPretraining -> PatchTSMixerForMaskPretraining

    Arindam Jati committed Sep 11, 2023
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  15. functionality tests added

    Arindam Jati committed Sep 11, 2023
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  16. add start and input docstrings

    Arindam Jati committed Sep 11, 2023
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  17. docstring edits

    @vijaye12ibm
    vijaye12ibm committed Sep 11, 2023
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  18. testcase edits

    @vijaye12ibm
    vijaye12ibm committed Sep 11, 2023
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  19. minor changes

    @vijaye12ibm
    vijaye12ibm committed Sep 11, 2023
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Commits on Sep 13, 2023

  1. docstring error fixed

    Arindam Jati committed Sep 13, 2023
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  2. ran make fixup

    Arindam Jati committed Sep 13, 2023
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Commits on Sep 19, 2023

  1. finalize integration tests and docs

    Arindam Jati committed Sep 19, 2023
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  2. minor

    Arindam Jati committed Sep 19, 2023
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  3. Merge branch 'main' into add-patchtsmixer

    Arindam Jati committed Sep 19, 2023
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  4. cleaned gitignore

    Arindam Jati committed Sep 19, 2023
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  5. added dataclass decorator, ran black formatter

    Arindam Jati committed Sep 19, 2023
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  6. ran ruff

    Arindam Jati committed Sep 19, 2023
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Commits on Oct 5, 2023

  1. Merge branch 'main' into add-patchtsmixer

    @kashif
    kashif authored Oct 5, 2023
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  2. formatting

    @kashif
    kashif committed Oct 5, 2023
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  3. add slow decorator

    @kashif
    kashif committed Oct 5, 2023
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  4. renamed in_Channel to input_size and default to 1

    @kashif
    kashif committed Oct 5, 2023
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  5. shorten dataclass names

    @kashif
    kashif committed Oct 5, 2023
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  6. use smaller model for testing

    @kashif
    kashif committed Oct 5, 2023
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Commits on Oct 6, 2023

  1. moved the 3 heads to the modeling file

    @kashif
    kashif committed Oct 6, 2023
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  2. use scalers instead of revin

    @kashif
    kashif committed Oct 6, 2023
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  3. support forecast_channel_indices

    @kashif
    kashif committed Oct 6, 2023
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  4. fix regression scaling

    @kashif
    kashif committed Oct 6, 2023
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  5. undo reg. scaling

    @kashif
    kashif committed Oct 6, 2023
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  6. removed unneeded classes

    @kashif
    kashif committed Oct 6, 2023
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  7. forgot missing

    @kashif
    kashif committed Oct 6, 2023
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  8. add more layers

    @kashif
    kashif committed Oct 6, 2023
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  9. add copied positional_encoding

    @kashif
    kashif committed Oct 6, 2023
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  10. use patchmask from patchtst

    @kashif
    kashif committed Oct 6, 2023
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  11. removed dependency on layers directory

    Arindam Jati committed Oct 6, 2023
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  12. formatting

    @kashif
    kashif committed Oct 6, 2023
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  13. set seed

    @kashif
    kashif committed Oct 6, 2023
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  14. Merge branch 'main' into add-patchtsmixer

    @kashif
    kashif authored Oct 6, 2023
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  15. removed unused imports

    @kashif
    kashif committed Oct 6, 2023
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Commits on Oct 9, 2023

  1. fixed forward signature test

    Arindam Jati committed Oct 9, 2023
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Commits on Oct 10, 2023

  1. adding distributional head for PatchTSMixerForecasting

    @vijaye12ibm
    vijaye12ibm committed Oct 10, 2023
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  2. add generate to forecast

    @vijaye12ibm
    vijaye12ibm committed Oct 10, 2023
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  3. testcases for generate

    @vijaye12ibm
    vijaye12ibm committed Oct 10, 2023
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  4. add generate and distributional head for regression

    @vijaye12ibm
    vijaye12ibm committed Oct 10, 2023
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  5. raise Exception for negative values for neg binominal distribution

    @vijaye12ibm
    vijaye12ibm committed Oct 10, 2023
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Commits on Oct 11, 2023

  1. formatting changes

    @vijaye12ibm
    vijaye12ibm committed Oct 11, 2023
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  2. remove copied from patchtst and add TODO for test passing

    @vijaye12ibm
    vijaye12ibm committed Oct 11, 2023
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  3. make copies

    @vijaye12ibm
    vijaye12ibm committed Oct 11, 2023
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  4. doc edits

    @vijaye12ibm
    vijaye12ibm committed Oct 11, 2023
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  5. minor changes

    @vijaye12ibm
    vijaye12ibm committed Oct 11, 2023
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  6. format issues

    @vijaye12ibm
    vijaye12ibm committed Oct 11, 2023
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  7. minor changes

    @vijaye12ibm
    vijaye12ibm committed Oct 11, 2023
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  8. minor changes

    @vijaye12ibm
    vijaye12ibm committed Oct 11, 2023
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  9. format docstring

    @namctin
    namctin committed Oct 11, 2023
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  10. change some class names to PatchTSMixer + class name 

    Transpose to PatchTSMixerTranspose
GatedAttention to PatchTSMixerGatedAttention
    @namctin
    namctin committed Oct 11, 2023
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  11. change NormLayer to PatchTSMixerNormLayer

    @namctin
    namctin committed Oct 11, 2023
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  12. change MLP to PatchTSMixerMLP

    @namctin
    namctin committed Oct 11, 2023
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  13. change PatchMixer to PatchMixerBlock, FeatureMixer to FeatureMixerBlock

    @namctin
    namctin committed Oct 11, 2023
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  14. change ChannelFeatureMixer to ChannelFeatureMixerBlock

    @namctin
    namctin committed Oct 11, 2023
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  15. change PatchMasking to PatchTSMixerMasking

    @namctin
    namctin committed Oct 11, 2023
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  16. change Patchify to PatchTSMixerPatchify

    @namctin
    namctin committed Oct 11, 2023
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  17. list to list

    @namctin
    namctin committed Oct 11, 2023
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  18. fix docstrings

    @kashif
    kashif committed Oct 11, 2023
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  19. formatting

    @kashif
    kashif committed Oct 11, 2023
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  20. change bs to batch_size, edit forecast_masking

    @namctin
    namctin committed Oct 11, 2023
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  21. Merge branch 'add-patchtsmixer' of https://github.com/namctin/transfo… 

    …rmers into add-patchtsmixer
    @namctin
    namctin committed Oct 11, 2023
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  22. edit random_masking

    @namctin
    namctin committed Oct 11, 2023
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  23. change variable name and update docstring in PatchTSMixerMasking

    @namctin
    namctin committed Oct 11, 2023
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  24. change variable name and update docstring in InjectScalerStatistics4D

    @namctin
    namctin committed Oct 11, 2023
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  25. update forward call in PatchTSMixerTranspose

    @namctin
    namctin committed Oct 11, 2023
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  26. change variable name and update docstring in PatchTSMixerNormLayer

    @namctin
    namctin committed Oct 11, 2023
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  27. change variable name and update docstring in PatchTSMixerMLP

    @namctin
    namctin committed Oct 11, 2023
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  28. change variable name and update docstring in ChannelFeatureMixerBlock

    @namctin
    namctin committed Oct 11, 2023
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Commits on Oct 12, 2023

  1. formatting

    @vijaye12
    vijaye12 committed Oct 12, 2023
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  2. formatting issues

    @vijaye12
    vijaye12 committed Oct 12, 2023
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  3. docstring issue

    @vijaye12
    vijaye12 committed Oct 12, 2023
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  4. fixed observed_mask type in docstrings

    @kashif
    kashif committed Oct 12, 2023
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  5. use FloatTensor type

    @kashif
    kashif committed Oct 12, 2023
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Commits on Oct 13, 2023

  1. formatting

    @vijaye12
    vijaye12 committed Oct 13, 2023
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  2. fix rescaling issue in forecasting, fixed integration tests

    Arindam Jati committed Oct 13, 2023
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  3. add docstring from decorator

    @kashif
    kashif committed Oct 13, 2023
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  4. fix docstring

    @kashif
    kashif committed Oct 13, 2023
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Commits on Oct 16, 2023

  1. Update README.md 

    Co-authored-by: NielsRogge <[email protected]>
    @kashif @NielsRogge
    kashif and NielsRogge authored Oct 16, 2023
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  2. Update src/transformers/models/patchtsmixer/configuration_patchtsmixe… 

    …r.py

Co-authored-by: NielsRogge <[email protected]>
    @kashif @NielsRogge
    kashif and NielsRogge authored Oct 16, 2023
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  3. Update src/transformers/models/patchtsmixer/modeling_patchtsmixer.py 

    Co-authored-by: NielsRogge <[email protected]>
    @kashif @NielsRogge
    kashif and NielsRogge authored Oct 16, 2023
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  4. Update src/transformers/models/patchtsmixer/configuration_patchtsmixe… 

    …r.py

Co-authored-by: NielsRogge <[email protected]>
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    kashif and NielsRogge authored Oct 16, 2023
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  5. Update src/transformers/models/patchtsmixer/modeling_patchtsmixer.py 

    Co-authored-by: NielsRogge <[email protected]>
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  6. PatchTSMixerChannelFeatureMixerBlock

    @kashif
    kashif committed Oct 16, 2023
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  7. formatting

    @kashif
    kashif committed Oct 16, 2023
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  8. ForPretraining

    @kashif
    kashif committed Oct 16, 2023
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  9. use num_labels instead of n_classes

    @kashif
    kashif committed Oct 16, 2023
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  10. remove commented out code

    @kashif
    kashif committed Oct 16, 2023
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  11. docstring fixed

    Arindam Jati committed Oct 16, 2023
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  12. nn.functional used instead of one letter F

    Arindam Jati committed Oct 16, 2023
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  13. x_tmp renamed

    Arindam Jati committed Oct 16, 2023
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  14. one letter variable x removed from forward calls

    Arindam Jati committed Oct 16, 2023
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  15. one letter variable y removed

    Arindam Jati committed Oct 16, 2023
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  16. remove commented code

    Arindam Jati committed Oct 16, 2023
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Commits on Oct 18, 2023

  1. rename patch_size, in_channels, PatchTSMixerBackbone

    @vijaye12
    vijaye12 committed Oct 18, 2023
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  2. add config to heads

    @vijaye12
    vijaye12 committed Oct 18, 2023
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  3. add config to heads tests

    @vijaye12
    vijaye12 committed Oct 18, 2023
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  4. code reafactoring to use config instead of passing individual params

    @vijaye12
    vijaye12 committed Oct 18, 2023
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  5. Cdocstring fixes part 1

    Arindam Jati committed Oct 18, 2023
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  6. docstring fixes part 2

    Arindam Jati committed Oct 18, 2023
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  7. removed logger.debug

    Arindam Jati committed Oct 18, 2023
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  8. context_values -> past_values

    Arindam Jati committed Oct 18, 2023
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Commits on Oct 19, 2023

  1. formatting changes

    Arindam Jati committed Oct 19, 2023
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Commits on Oct 20, 2023

  1. pe -> positional_encoding

    Arindam Jati committed Oct 20, 2023
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  2. removed unused target variable

    Arindam Jati committed Oct 20, 2023
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  3. self.mode logic fixed

    Arindam Jati committed Oct 20, 2023
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  4. formatting change

    Arindam Jati committed Oct 20, 2023
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  5. edit docstring and var name

    @namctin
    namctin committed Oct 20, 2023
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  6. change n_targets to num_targets

    @namctin
    namctin committed Oct 20, 2023
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  7. rename input_size to num_input_channels

    @namctin
    namctin committed Oct 20, 2023
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  8. add head names with prefix PatchTSMixer

    @namctin
    namctin committed Oct 20, 2023
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  9. edit docstring in PatchTSMixerForRegression

    @namctin
    namctin committed Oct 20, 2023
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Commits on Oct 23, 2023

  1. fix var name change in testcases

    Arindam Jati committed Oct 23, 2023
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  2. add PatchTSMixerAttention

    @kashif
    kashif committed Oct 23, 2023
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  3. return dict for all exposed classes, test cases added

    Arindam Jati committed Oct 23, 2023
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  4. Merge branch 'add-patchtsmixer' of github.com:namctin/transformers in… 

    …to add-patchtsmixer
    Arindam Jati committed Oct 23, 2023
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  5. format

    @kashif
    kashif committed Oct 23, 2023
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  6. move loss function to forward call

    @vijaye12
    vijaye12 committed Oct 23, 2023
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  7. Merge branch 'main' into add-patchtsmixer

    @ajati
    ajati authored Oct 23, 2023
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  8. make style

    Arindam Jati committed Oct 23, 2023
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Commits on Oct 24, 2023

  1. adding return dict/tuple

    @vijaye12
    vijaye12 committed Oct 24, 2023
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  2. make repo-consistency

    Arindam Jati committed Oct 24, 2023
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Commits on Oct 25, 2023

  1. remove flatten mode

    @vijaye12
    vijaye12 committed Oct 25, 2023
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  2. code refactoring

    @vijaye12
    vijaye12 committed Oct 25, 2023
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  3. rename data

    @vijaye12
    vijaye12 committed Oct 25, 2023
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  4. remove PatchTSMixer and keep only PatchTSMixerEncoder

    @vijaye12
    vijaye12 committed Oct 25, 2023
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  5. docstring fixes

    Arindam Jati committed Oct 25, 2023
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  6. removed unused code

    Arindam Jati committed Oct 25, 2023
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  7. format

    Arindam Jati committed Oct 25, 2023
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  8. format

    Arindam Jati committed Oct 25, 2023
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Commits on Oct 26, 2023

  1. remove contiguous and formatting changes

    Arindam Jati committed Oct 26, 2023
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  2. remove model description from config

    Arindam Jati committed Oct 26, 2023
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  3. replace asserts with ValueError

    Arindam Jati committed Oct 26, 2023
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  4. remove nn.Sequential from PatchTSMixerNormLayer

    Arindam Jati committed Oct 26, 2023
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  5. replace if-else with map

    Arindam Jati committed Oct 26, 2023
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  6. remove all nn.Sequential

    Arindam Jati committed Oct 26, 2023
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  7. format

    Arindam Jati committed Oct 26, 2023
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  8. Merge branch 'huggingface:main' into add-patchtsmixer

    @namctin
    namctin authored Oct 26, 2023
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  9. formatting

    Arindam Jati committed Oct 26, 2023
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  10. Merge branch 'add-patchtsmixer' of github.com:namctin/transformers in… 

    …to add-patchtsmixer
    Arindam Jati committed Oct 26, 2023
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  11. fix gradient_checkpointing error after merge, and formatting

    Arindam Jati committed Oct 26, 2023
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  12. make fix-copies

    Arindam Jati committed Oct 26, 2023
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Commits on Oct 30, 2023

  1. Merge branch 'main' into add-patchtsmixer

    @kashif
    kashif committed Oct 30, 2023
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  2. remove comments

    @kashif
    kashif committed Oct 30, 2023
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  3. reshape

    @kashif
    kashif committed Oct 30, 2023
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  4. doesnt support gradient checkpointing

    @kashif
    kashif committed Oct 30, 2023
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Commits on Nov 13, 2023

  1. corect Patchify

    @vijaye12ibm
    vijaye12ibm committed Nov 13, 2023
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  2. masking updates

    @vijaye12ibm
    vijaye12ibm committed Nov 13, 2023
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  3. batchnorm copy from

    @vijaye12ibm
    vijaye12ibm committed Nov 13, 2023
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  4. format checks

    @vijaye12ibm
    vijaye12ibm committed Nov 13, 2023
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  5. scaler edits

    @vijaye12ibm
    vijaye12ibm committed Nov 13, 2023
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  6. remove comments

    @vijaye12
    vijaye12 committed Nov 13, 2023
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  7. format changes

    @vijaye12
    vijaye12 committed Nov 13, 2023
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  8. remove self.config

    @vijaye12
    vijaye12 committed Nov 13, 2023
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  9. correct class PatchTSMixerMLP(nn.Module):

    @vijaye12
    vijaye12 committed Nov 13, 2023
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  10. makr fix

    @vijaye12
    vijaye12 committed Nov 13, 2023
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  11. doc updates

    @vijaye12
    vijaye12 committed Nov 13, 2023
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  12. Merge branch 'main' into add-patchtsmixer

    @kashif
    kashif committed Nov 13, 2023
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  13. fix-copies

    @kashif
    kashif committed Nov 13, 2023
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  14. scaler class correction

    @vijaye12
    vijaye12 committed Nov 13, 2023
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  15. doc edits

    @vijaye12
    vijaye12 committed Nov 13, 2023
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  16. scaler edits

    @vijaye12
    vijaye12 committed Nov 13, 2023
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  17. update readme with links

    @kashif
    kashif committed Nov 13, 2023
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  18. injectstatistics add

    @vijaye12
    vijaye12 committed Nov 13, 2023
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  19. Merge branch 'add-patchtsmixer' of github.com:namctin/transformers in… 

    …to add-patchtsmixer
    @vijaye12
    vijaye12 committed Nov 13, 2023
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  20. Merge branch 'main' into add-patchtsmixer

    @kashif
    kashif committed Nov 13, 2023
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  21. fix-copies

    @kashif
    kashif committed Nov 13, 2023
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  22. add norm_eps option to LayerNorm

    @namctin
    namctin committed Nov 13, 2023
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Commits on Nov 14, 2023

  1. format changes

    @vijaye12
    vijaye12 committed Nov 14, 2023
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  2. fix copies

    @vijaye12
    vijaye12 committed Nov 14, 2023
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  3. correct make copies

    @vijaye12
    vijaye12 committed Nov 14, 2023
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  4. use parametrize

    @vijaye12
    vijaye12 committed Nov 14, 2023
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  5. fix doc string

    @kashif
    kashif committed Nov 14, 2023
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  6. add docs to toctree

    @kashif
    kashif committed Nov 14, 2023
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  7. make style

    @kashif
    kashif committed Nov 14, 2023
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  8. doc segmenting

    @vijaye12
    vijaye12 committed Nov 14, 2023
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  9. docstring edit

    @vijaye12
    vijaye12 committed Nov 14, 2023
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  10. change forecast to prediction

    @vijaye12
    vijaye12 committed Nov 14, 2023
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  11. edit doc

    @vijaye12
    vijaye12 committed Nov 14, 2023
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  12. doc edits

    @vijaye12
    vijaye12 committed Nov 14, 2023
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Commits on Nov 20, 2023

  1. remove PatchTSMixerTranspose

    @namctin
    namctin committed Nov 20, 2023
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  2. add PatchTSMixerPositionalEncoding and init position_enc

    @namctin
    namctin committed Nov 20, 2023
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  3. remove positional_encoding

    @namctin
    namctin committed Nov 20, 2023
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  4. edit forecast_masking, remove forecast_mask_ratios

    @namctin
    namctin committed Nov 20, 2023
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Commits on Nov 23, 2023

  1. fix broken code

    Arindam Jati committed Nov 23, 2023
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Commits on Nov 24, 2023

  1. var rename target_values -> future_values

    Arindam Jati committed Nov 24, 2023
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Commits on Nov 27, 2023

  1. num_features -> d_model

    Arindam Jati committed Nov 27, 2023
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  2. master merged

    Arindam Jati committed Nov 27, 2023
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  3. fix broken code after master merge

    Arindam Jati committed Nov 27, 2023
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  4. repo consistency

    Arindam Jati committed Nov 27, 2023
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Commits on Nov 29, 2023

  1. use postional embedding

    Arindam Jati committed Nov 29, 2023
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  2. Merge remote-tracking branch 'upstream/main' into add-patchtsmixer

    @wgifford
    wgifford committed Nov 29, 2023
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Commits on Nov 30, 2023

  1. prediction_logits -> prediction_outputs, make fix-copies

    Arindam Jati committed Nov 30, 2023
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  2. uncommented @slow

    Arindam Jati committed Nov 30, 2023
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  3. minor changes

    @vijaye12
    vijaye12 committed Nov 30, 2023
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  4. loss first in tuple

    @vijaye12
    vijaye12 committed Nov 30, 2023
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  5. tuple and dict same ordering

    @vijaye12
    vijaye12 committed Nov 30, 2023
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  6. style edits

    @vijaye12
    vijaye12 committed Nov 30, 2023
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  7. minor changes

    @vijaye12
    vijaye12 committed Nov 30, 2023
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  8. dict/tuple consistent enablement

    @vijaye12
    vijaye12 committed Nov 30, 2023
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Commits on Dec 1, 2023

  1. Update src/transformers/models/patchtsmixer/modeling_patchtsmixer.py 

    Co-authored-by: Arthur <[email protected]>
    @kashif @ArthurZucker
    kashif and ArthurZucker authored Dec 1, 2023
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  2. Update tests/models/patchtsmixer/test_modeling_patchtsmixer.py 

    Co-authored-by: Arthur <[email protected]>
    @kashif @ArthurZucker
    kashif and ArthurZucker authored Dec 1, 2023
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  3. Update src/transformers/models/patchtsmixer/modeling_patchtsmixer.py 

    Co-authored-by: Arthur <[email protected]>
    @kashif @ArthurZucker
    kashif and ArthurZucker authored Dec 1, 2023
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  4. fix formatting

    @kashif
    kashif committed Dec 1, 2023
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  5. formatting

    @kashif
    kashif committed Dec 1, 2023
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  6. usage tip

    @kashif
    kashif committed Dec 1, 2023
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  7. test on cpu only

    @kashif
    kashif committed Dec 1, 2023
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  8. Merge branch 'main' into add-patchtsmixer

    @kashif
    kashif committed Dec 1, 2023
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  9. add sample usage

    @vijaye12
    vijaye12 committed Dec 1, 2023
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  10. change PatchTSMixerForClassification to PatchTSMixerForTimeSeriesClas… 

    …sification
    @vijaye12
    vijaye12 committed Dec 1, 2023
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  11. push changes

    @vijaye12
    vijaye12 committed Dec 1, 2023
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  12. fix copies

    @vijaye12
    vijaye12 committed Dec 1, 2023
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Commits on Dec 4, 2023

  1. std scaling set to default True case

    @vijaye12
    vijaye12 committed Dec 4, 2023
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Commits on Dec 5, 2023

  1. minor changes

    @vijaye12
    vijaye12 committed Dec 5, 2023
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  2. stylechanges

    @vijaye12
    vijaye12 committed Dec 5, 2023
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  3. Merge branch 'main' into add-patchtsmixer

    @kashif
    kashif committed Dec 5, 2023
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