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Kashif Rasul f6e7d77fe4 initial torchscale models

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autoformer

fix for input_size>1

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etsformer

fix for input_size>1

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fedformer

Adding utils functions

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hopfield

fix input_size > 1

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informer

fix for input_size > 1

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ns-transformer

added traffic

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perceiverar

added input_size

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pyraformer

remove freq from PyTorchPredictor

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reformer

fix for input_size > 1

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fix for input_size > 1

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switch

fix for input_size > 1

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template

remove freq from PyTorchPredictor

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tft

added xformer notebooks

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torchscale

initial torchscale models

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transformer

added transformer models for 6 open datasets

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xformers

added xformer notebooks

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.gitignore

ignore lightning_logs

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LICENSE

Initial commit

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README.md

Update README.md

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requirements.txt

initial torchscale models

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README.md

Pytorch Transformer based Time Series Models

Collection of Transformer based PyTorch Time Series models in the gluonts API.

Paper

See the following overleaf link

Prerequisite

pip3 install -U -r requirements.txt