Kashif Rasul
df06fb1f0b
Time series transformer: input projection and Std scaler (#21020)
* added loc and scale outputs from scalers
* fix typo
* fix tests
* fixed formatting
* initial StdScaler
* move scaling to optional str
* calculate std feature for scalers
* undid change as it does not help
* added StdScaler with weights
* added input projection layer and d_model hyperparam
* use linear proj
* add back layernorm_embedding
* add sin-cos pos embeddings
* updated scalers
* formatting
* fix type
* fixed test
* fix repeated_past_values cal.
* fix when keepdim=false
* fix default_scale
* backward compatibility of scaling config
* update integration test expected output
* fix style
* fix docs
* use the actual num_static_real_features in feature_dim cal
* clarified docs
* Update src/transformers/models/time_series_transformer/modeling_time_series_transformer.py
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
* Update src/transformers/models/time_series_transformer/modeling_time_series_transformer.py
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
* Update src/transformers/models/time_series_transformer/modeling_time_series_transformer.py
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
* prediction_length is not optional
* fix for reviewer
* Update src/transformers/models/time_series_transformer/configuration_time_series_transformer.py
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
* get rid of un-needed new lines
* fix doc
* remove unneeded new lines
* fix style
* static_categorical_features and static_real_features are optional
* fix integration test
* Update src/transformers/models/time_series_transformer/modeling_time_series_transformer.py
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
* fixing docs for multivariate setting
* documentation for generate
---------
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
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