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Add SAP RPT-1 model#149

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Haoyuli2002 wants to merge 1 commit into
autogluon:mainfrom
Haoyuli2002:add-sap-rpt-1
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Add SAP RPT-1 model#149
Haoyuli2002 wants to merge 1 commit into
autogluon:mainfrom
Haoyuli2002:add-sap-rpt-1

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@Haoyuli2002
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Dear Sir and Madam,

I want to add the prediction results from SAP RPT-1 model and see its performance in the leaderboard. RPT-1 is a tabular foundation model applied to time series forecasting via per-item tabular regression with temporal feature engineering.

Approach:

  • Per-item fit/predict using SAP_RPT_OSS_Regressor (max_context_size=4096, bagging=2)
  • Temporal features: running index, calendar sin/cos encodings, FFT-based seasonal period detection
  • Uses known dynamic covariates and static features when available

Files:

  • models/sap-rpt-1/model.py
  • models/sap-rpt-1/requirements.txt
  • benchmarks/fev_bench/results/sap-rpt-1.csv (100 tasks)

SAP RPT-1 is a tabular foundation model applied to time series forecasting
via per-item tabular regression with temporal feature engineering (calendar
sin/cos + FFT-based seasonal detection).

- Uses known dynamic covariates and static features when available
- Per-item fit/predict strategy with max_context_size=4096, bagging=2
- Point forecast only (quantiles use point forecast as placeholder)
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