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PatchTSTForPrediction vs PatchTSMixerForPrediction #140

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rdabc opened this issue Sep 19, 2024 · 1 comment
Open

PatchTSTForPrediction vs PatchTSMixerForPrediction #140

rdabc opened this issue Sep 19, 2024 · 1 comment

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@rdabc
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rdabc commented Sep 19, 2024 •
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Hi,

What are the main differences between "PatchTSTForPrediction" and "PatchTSMixerForPrediction"?
which one is better suited for multivariate time-series?
Is "TinyTimeMixerForPrediction" is the latest and best model?
Is there an example for "TinyTimeMixerForPrediction" to trained from scratch similar to "PatchTSTForPrediction" and "PatchTSMixerForPrediction"?
Thank you
@wgifford
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wgifford commented Nov 4, 2024

"PatchTSTForPrediction" is a PatchTST (transformer) based model for forecasting.
"PatchTSMixerForPrediction" is a PatchTSMixer (lightweight mixing layers) based model for forecasting.
"TinyTimeMixerForPrediction" is the latest model (with pretrained models available on HF) which uses some building blocks from PatchTSTMixer.

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@wgifford @rdabc