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Add Toto 2.0 model wrapper#155

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shchur merged 6 commits into
autogluon:mainfrom
shchur:add-toto-2.0-wrapper
Jun 24, 2026
Merged

Add Toto 2.0 model wrapper#155
shchur merged 6 commits into
autogluon:mainfrom
shchur:add-toto-2.0-wrapper

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@shchur

@shchur shchur commented Jun 24, 2026

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Adds a wrapper for Toto 2.0 (Datadog) under models/toto-2.0/.

  • Uses the toto-2 PyPI package and Toto 2.0's Toto2GluonTSModel API.

shchur added 6 commits June 24, 2026 09:10
- Reuse Datadog's GluonTS integration (ffill imputation, scaler fallback,
  patch-size rounding) via fev's gluonts adapter, mirroring the moirai wrapper.
- trained_on_datasets = [] (Toto 2.0 has no overlap with fev datasets).
- Drop the seed arg (model is deterministic).
- Split univariate/multivariate post-processing into _format_predictions
  (no more flatten-then-recombine round-trip for the multivariate path).
- batch_size 128 -> 512 to match the GIFT-Eval benchmark notebook
  (context_length=4096 and model_path=Toto-2.0-22m already matched).
@shchur shchur merged commit 516786b into autogluon:main Jun 24, 2026
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