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jantheman
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heating-grid-forecast-benchmark

ml-intern
probabilistic-forecasting
district-heating
benchmark
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heating-grid-forecast-benchmark

Commit History

6 days ago

  1. Rearranged-quantile neural CSV export

    jantheman
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    f53b599

  2. Full-March CSV export script (all 4 models)

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    baf5637

  3. March predictions: gnn (rearranged quantiles)

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    e1fbc46

  4. March predictions: lstm (rearranged quantiles)

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    78a1ad6

  5. March predictions: gnn (quantiles, kWh)

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  6. March predictions: lstm (quantiles, kWh)

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  7. March predictions: xgboost (quantiles, kWh)

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  8. March predictions: naive (quantiles, kWh)

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7 days ago

  1. Week-ahead forecast plot: 4 models vs truth

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    f559008

8 days ago

  1. Final benchmark: five models, kWh comparison, findings

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    168d862

  2. Unit conversion + comparison assembly script

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    94e319c

  3. Final five-model comparison (kWh)

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    09ee650

  4. lstm results + weights

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  5. lstm results + weights

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  6. gnn results + weights

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  7. gnn results + weights

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  8. NaN-hardened training: robust JSU head, clamped NLL, skip+diagnose non-finite batches, best_state fallback

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    5b9b2ed

  9. Fix NaN: z-score exog features; detach metric accumulation

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    f0e62d2

21 days ago

  1. Results table (naive, XGBoost level+residual); neural runs blocked on infra

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    0b77e58

  2. LSTM + GNN training script (pending GPU)

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    f7d3218

  3. Results: xgboost_quantile_residual (CPU)

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  4. Baselines + residual variant script

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    47a7848

  5. Baseline results: seasonal-naive + XGBoost

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  6. Baseline results: seasonal-naive + XGBoost

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    c6f95b2

  7. Fix CRPS sign convention

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    c7defff

  8. Add QUANTILE_LEVELS constant

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    b1631e5

  9. Lazy imports: no torch at package import

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  10. README: direct V_k = CONS_k mapping (owner-confirmed)

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    64bfdd6

  11. Fix badge URL

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    157f51b

  12. graph module (validated)

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    768e6d3

  13. data module (validated)

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  14. package init

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  15. JohnsonSU module (validated)

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  16. metrics module

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  17. core validation script

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  18. Framework README: spec, data audit, graph, status

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  19. initial commit

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