From 2495e9365e50630d38312f2d480fbc11be01b9ba Mon Sep 17 00:00:00 2001 From: Richard Dern Date: Wed, 26 Nov 2025 01:47:48 +0100 Subject: [PATCH] Scripts et figures manquantes --- .../figures/chronos_errors_combined.png | Bin 0 -> 124213 bytes .../figures/chronos_multi_errors_rain.png | Bin 0 -> 53582 bytes .../figures/chronos_multi_errors_temp_wind.png | Bin 0 -> 74852 bytes docs/11 - Modèle Chronos/index.md | 64 ++++++++++++---- .../scripts/plot_chronos_errors_combined.py | 57 ++++++++++++++ .../scripts/plot_chronos_multi_errors.py | 72 ++++++++++++++++++ 6 files changed, 180 insertions(+), 13 deletions(-) create mode 100644 docs/11 - Modèle Chronos/figures/chronos_errors_combined.png create mode 100644 docs/11 - Modèle Chronos/figures/chronos_multi_errors_rain.png create mode 100644 docs/11 - Modèle Chronos/figures/chronos_multi_errors_temp_wind.png create mode 100644 docs/11 - Modèle Chronos/scripts/plot_chronos_errors_combined.py create mode 100644 docs/11 - Modèle 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`amazon/chronos-t5-small`), `CHRONOS_CONTEXT` (336 h), `CHRONOS_HORIZON` (96 h), `CHRONOS_RESAMPLE` (`1h`), `CHRONOS_SAMPLES` (20). - -### Résultats comparés (mêmes données, horizon 96 h) +Nous avons utilisé les variables d’environnement suivantes : `CHRONOS_CONTEXT` (336 h), `CHRONOS_HORIZON` (96 h), `CHRONOS_RESAMPLE` (`1h`), `CHRONOS_SAMPLES` (20). ![Comparaison des tailles Chronos](./figures/chronos_models_comparison.png) -Sur la même fenêtre de validation locale, nous avons testé trois tailles : `chronos-t5-mini`, `chronos-t5-small` et `chronos-t5-base`. Le modèle **small** est ressorti devant (MAE ≈ 3,68 °C, RMSE ≈ 4,53 °C), les versions mini et base étant derrière (MAE ≈ 4,18–4,24 °C, RMSE ≈ 5,3–5,6 °C). Autrement dit, monter en taille n’a pas amélioré la prévision à 96 h sur ces données locales ; la version small offre le meilleur compromis précision/poids. +Sur la même fenêtre de validation locale, nous avons testé trois tailles (`CHRONOS_MODEL`) : `chronos-t5-mini`, `chronos-t5-small` et `chronos-t5-base`. Le modèle **small** semble le plus précis (MAE ≈ 3,68 °C, RMSE ≈ 4,53 °C), les versions mini et base étant derrière (MAE ≈ 4,18–4,24 °C, RMSE ≈ 5,3–5,6 °C). Autrement dit, monter en taille n’a pas amélioré la prévision à 96 h sur ces données locales ; la version `small` offre le meilleur compromis précision/poids. + +```shell +python "docs/11 - Modèle Chronos/scripts/compare_chronos.py" +``` + +#### chronos-t5-mini ![Trajectoire prédit vs observé – mini](./figures/chronos_forecast_amazon__chronos-t5-mini.png) +#### chronos-t5-small + ![Trajectoire prédit vs observé – small](./figures/chronos_forecast_amazon__chronos-t5-small.png) +Le modèle suit un peu mieux la courbe de référence que les autres, mais une forte amplitude existe. + +#### chronos-t5-base + ![Trajectoire prédit vs observé – base](./figures/chronos_forecast_amazon__chronos-t5-base.png) ### Lecture et portée -Pour coller à nos horizons cibles, `run_chronos_multi.py` évalue Chronos-small sur 1 h, 6 h et 24 h pour la température, le vent et la pluie (horaire uniquement ; l’horizon 10 minutes n’est pas couvert par Chronos qui est pré-entraîné en pas horaire). Les figures `chronos_multi_temperature.png`, `chronos_multi_wind_speed.png` et `chronos_multi_rain_rate.png` illustrent où le modèle est le plus fiable : à 1 h, la température reste sous ~1,3 °C de MAE et le vent sous ~0,6 (unités du jeu) ; à 6 h, l’erreur grimpe modérément (≈2 °C temp., ≈3 km/h vent) ; à 24 h, elle dépasse 4–6 (°C/ km/h). Sur la pluie, le F1 reste nul à 1 h/6 h et ne monte qu’à ~0,15 à 24 h, signe que le modèle “foundation” horaire ne capture pas bien les occurrences locales rares. Les figures individuelles (`chronos_forecast_.png`, `chronos_errors_.png`) permettent de voir la trajectoire prédit vs observé et l’erreur par horizon. +Pour coller à nos horizons cibles, `run_chronos_multi.py` évalue Chronos-small sur 1 h, 6 h et 24 h pour la température, le vent et la pluie (horaire uniquement ; l’horizon 10 minutes n’est pas couvert par Chronos qui est pré-entraîné en pas horaire). Les figures `chronos_multi_temperature.png`, `chronos_multi_wind_speed.png` et `chronos_multi_rain_rate.png` illustrent où le modèle est le plus fiable : à 1 h, la température reste sous ~1,3 °C de MAE et le vent sous ~0,6 km/h ; à 6 h, l’erreur grimpe modérément (≈2 °C temp., ≈3 km/h vent) ; à 24 h, elle dépasse 4–6 (°C/ km/h). Sur la pluie, le F1 reste nul à 1 h/6 h et ne monte qu’à ~0,15 à 24 h, signe que le modèle “foundation” horaire ne capture pas bien les occurrences locales rares. -Au total, Chronos-small fournit un signal exploitable sur la température et un peu sur le vent pour des horizons courts à intermédiaires, mais reste faible sur la pluie et se dégrade nettement au-delà de 24 h. Une calibration locale, davantage de contexte ou une cible adaptée (pluie binaire calibrée) seraient nécessaires pour en faire un outil de prévision robuste sur toutes les variables. +```shell +python "docs/11 - Modèle Chronos/scripts/run_chronos_multi.py" +``` + +![Chronos small – température (1/6/24 h)](./figures/chronos_multi_temperature.png) + +![Chronos small – vent (1/6/24 h)](./figures/chronos_multi_wind_speed.png) + +![Chronos small – pluie (1/6/24 h)](./figures/chronos_multi_rain_rate.png) + +```shell +python "docs/11 - Modèle Chronos/scripts/plot_chronos_errors_combined.py" +``` + +![Chronos small – erreurs temp/vent](./figures/chronos_multi_errors_temp_wind.png) + +![Chronos small – pluie (F1/Brier)](./figures/chronos_multi_errors_rain.png) + +Les figures individuelles permettent de voir la trajectoire prédite vs observée (dans la section précédente) et l’erreur par horizon (ci-dessous). + +```shell +python "docs/11 - Modèle Chronos/scripts/run_chronos_multi_errors.py" +``` + +![Erreur absolue vs horizon – mini/small/base](./figures/chronos_errors_combined.png) + +Au final, Chronos-small fournit un signal exploitable sur la température et un peu sur le vent pour des horizons courts à intermédiaires, mais reste faible sur la pluie et se dégrade nettement au-delà de 24 h. Une calibration locale, davantage de contexte ou une cible adaptée (pluie binaire calibrée) seraient nécessaires pour en faire un outil de prévision robuste sur toutes les variables. ### Réglages prudents (contexte 288 h, horizon limité à 64 h, 100 échantillons) @@ -40,7 +74,11 @@ Au total, Chronos-small fournit un signal exploitable sur la température et un Avec `run_chronos_tuned.py`, on réduit le contexte (288 h) et l’horizon maximum (64 h) tout en augmentant les échantillons (100). Sur la même fenêtre locale, la température s’améliore nettement : MAE ~0,75 °C à 1 h, ~1,27 °C à 6 h, ~3,40 °C à 24 h (vs 1,33/2,02/4,84 auparavant). Le vent progresse surtout à 24 h (≈2,39 contre ~6,38 auparavant), même si le 1 h est moins bon que la première passe. La pluie reste instable : le F1 peut atteindre 0,22–0,28 à 24–48 h mais les scores courts sont peu fiables. Limiter l’horizon à 64 h, raccourcir le contexte et lisser par davantage d’échantillons améliorent donc la température et le vent, mais ne suffisent pas à rendre la pluie prédictible. -### Dernier essai “comme en vrai” : prévision sur les 6 dernières heures +### Dernier essai en conditions réelles : prévision sur les 6 dernières heures + +```shell +python "docs/11 - Modèle Chronos/scripts/run_chronos_holdout6.py" +``` ![Chronos small – erreurs 6 h holdout](./figures/chronos_holdout6_errors.png) diff --git a/docs/11 - Modèle Chronos/scripts/plot_chronos_errors_combined.py b/docs/11 - Modèle Chronos/scripts/plot_chronos_errors_combined.py new file mode 100644 index 0000000..69b2f74 --- /dev/null +++ b/docs/11 - Modèle Chronos/scripts/plot_chronos_errors_combined.py @@ -0,0 +1,57 @@ +# scripts/plot_chronos_errors_combined.py +from __future__ import annotations + +from pathlib import Path +import re + +import matplotlib.pyplot as plt +import pandas as pd + +DOC_DIR = Path(__file__).resolve().parent.parent +DATA_DIR = DOC_DIR / "data" +FIG_DIR = DOC_DIR / "figures" + + +def load_errors() -> pd.DataFrame: + pattern = re.compile(r"chronos_forecast_(amazon__chronos-t5-[a-z]+)\.csv") + records = [] + for csv in DATA_DIR.glob("chronos_forecast_*.csv"): + m = pattern.match(csv.name) + if not m: + continue + model = m.group(1).replace("__", "/") + df = pd.read_csv(csv) + if not {"y_true", "y_pred"}.issubset(df.columns): + continue + err = (df["y_pred"] - df["y_true"]).abs() + for i, v in enumerate(err, start=1): + records.append({"model": model, "horizon_h": i, "abs_error": v}) + return pd.DataFrame(records) + + +def plot_errors(df: pd.DataFrame, output_path: Path) -> None: + output_path.parent.mkdir(parents=True, exist_ok=True) + fig, ax = plt.subplots(figsize=(8, 4)) + for model, sub in df.groupby("model"): + sub_sorted = sub.sort_values("horizon_h") + ax.plot(sub_sorted["horizon_h"], sub_sorted["abs_error"], label=model, linewidth=2) + ax.set_xlabel("Horizon (heures)") + ax.set_ylabel("Erreur absolue (°C)") + ax.set_title("Chronos T5 – erreur absolue vs horizon") + ax.grid(True, linestyle=":", alpha=0.4) + ax.legend() + fig.tight_layout() + fig.savefig(output_path, dpi=150) + plt.close(fig) + + +def main() -> None: + df = load_errors() + if df.empty: + raise SystemExit("Aucun fichier chronos_forecast_*.csv trouvé ou colonnes manquantes.") + plot_errors(df, FIG_DIR / "chronos_errors_combined.png") + print("✔ Figure : figures/chronos_errors_combined.png") + + +if __name__ == "__main__": + main() diff --git a/docs/11 - Modèle Chronos/scripts/plot_chronos_multi_errors.py b/docs/11 - Modèle Chronos/scripts/plot_chronos_multi_errors.py new file mode 100644 index 0000000..850e29e --- /dev/null +++ b/docs/11 - Modèle Chronos/scripts/plot_chronos_multi_errors.py @@ -0,0 +1,72 @@ +# scripts/plot_chronos_multi_errors.py +from __future__ import annotations + +from pathlib import Path + +import matplotlib.pyplot as plt +import pandas as pd + +DOC_DIR = Path(__file__).resolve().parent.parent +DATA_DIR = DOC_DIR / "data" +FIG_DIR = DOC_DIR / "figures" + + +def _plot_temp_wind(df: pd.DataFrame, output: Path) -> None: + output.parent.mkdir(parents=True, exist_ok=True) + fig, ax = plt.subplots(figsize=(6, 4)) + for target in ("temperature", "wind_speed"): + sub = df[(df["target"] == target) & (df["kind"] == "reg")].sort_values("horizon_h") + ax.plot(sub["horizon_h"], sub["mae"], marker="o", label=f"{target} – MAE") + ax.plot(sub["horizon_h"], sub["rmse"], marker="s", label=f"{target} – RMSE", linestyle="--") + ax.set_xlabel("Horizon (heures)") + ax.set_ylabel("Erreur") + ax.set_title("Chronos small – erreurs température / vent") + ax.grid(True, linestyle=":", alpha=0.4) + ax.legend() + fig.tight_layout() + fig.savefig(output, dpi=150) + plt.close(fig) + + +def _plot_rain(df: pd.DataFrame, output: Path) -> None: + output.parent.mkdir(parents=True, exist_ok=True) + sub = df[(df["target"] == "rain_rate") & (df["kind"] == "cls")].sort_values("horizon_h") + fig, ax1 = plt.subplots(figsize=(6, 4)) + ax1.plot(sub["horizon_h"], sub["f1"], marker="o", color="tab:blue", label="F1") + ax1.set_ylabel("F1", color="tab:blue") + ax1.tick_params(axis="y", labelcolor="tab:blue") + + ax2 = ax1.twinx() + ax2.plot(sub["horizon_h"], sub["brier"], marker="s", color="tab:red", linestyle="--", label="Brier") + ax2.set_ylabel("Brier", color="tab:red") + ax2.tick_params(axis="y", labelcolor="tab:red") + + ax1.set_xlabel("Horizon (heures)") + ax1.set_title("Chronos small – pluie (F1/Brier)") + ax1.grid(True, linestyle=":", alpha=0.4) + + # Combine legends + handles, labels = [], [] + for ax in (ax1, ax2): + h, l = ax.get_legend_handles_labels() + handles += h + labels += l + ax1.legend(handles, labels, loc="upper right") + + fig.tight_layout() + fig.savefig(output, dpi=150) + plt.close(fig) + + +def main() -> None: + metrics_path = DATA_DIR / "chronos_multi_metrics.csv" + if not metrics_path.exists(): + raise SystemExit("chronos_multi_metrics.csv introuvable. Lancez run_chronos_multi.py d'abord.") + df = pd.read_csv(metrics_path) + _plot_temp_wind(df, FIG_DIR / "chronos_multi_errors_temp_wind.png") + _plot_rain(df, FIG_DIR / "chronos_multi_errors_rain.png") + print("✔ Figures : chronos_multi_errors_temp_wind.png, chronos_multi_errors_rain.png") + + +if __name__ == "__main__": + main()