- move models to separate repository

models/olive_oli/2024-12-07_09-08/checkpoint

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+model_checkpoint_path: "weights"
+all_model_checkpoint_paths: "weights"

models/olive_oli/2024-12-07_09-08_retrained/checkpoint

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+model_checkpoint_path: "weights"
+all_model_checkpoint_paths: "weights"

models/solarenergy/2024-11-27_23-17_features.json

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+["uvindex", "cloudcover", "visibility", "temp", "pressure", "humidity", "solarradiation", "solar_elevation", "solar_angle", "day_length", "hour_sin", "hour_cos", "day_of_year_sin", "day_of_year_cos", "month_sin", "month_cos", "solar_noon", "daylight_correction", "clear_sky_index", "atmospheric_attenuation", "theoretical_radiation", "expected_radiation", "cloud_elevation", "visibility_elevation", "uv_cloud_interaction", "temp_radiation_potential", "air_mass_index", "atmospheric_stability", "vapor_pressure_deficit", "diffusion_index", "atmospheric_transmittance", "temp_humidity_interaction", "clear_sky_factor", "cloud_rolling_12h", "temp_rolling_12h", "uv_rolling_12h", "cloudcover_rolling_mean_6h", "temp_rolling_mean_6h", "energy_rolling_mean_6h", "uv_rolling_mean_6h", "energy_volatility", "uv_volatility", "temp_1h_lag", "cloudcover_1h_lag", "humidity_1h_lag", "energy_lag_1h", "uv_lag_1h", "temp_losses", "soiling_loss_factor", "estimated_efficiency", "production_potential", "system_performance_ratio", "conversion_efficiency_ratio", "clear_sky_duration", "weather_variability_index", "temp_stability", "humidity_stability", "cloudcover_stability", "season_Spring", "season_Summer", "season_Autumn", "season_Winter", "time_period_Morning", "time_period_Afternoon", "time_period_Evening", "time_period_Night"]

models/solarradiation/.ipynb_checkpoints/2024-11-25_13-52_features-checkpoint.json

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+["uvindex", "cloudcover", "visibility", "temp", "pressure", "humidity", "solar_elevation", "solar_angle", "day_length", "hour_sin", "hour_cos", "day_of_year_sin", "day_of_year_cos", "month_sin", "month_cos", "clear_sky_index", "atmospheric_attenuation", "theoretical_radiation", "expected_radiation", "cloud_elevation", "visibility_elevation", "uv_cloud_interaction", "temp_radiation_potential", "cloud_rolling_12h", "temp_rolling_12h", "uv_rolling_12h", "cloudcover_rolling_mean_6h", "temp_rolling_mean_6h", "temp_1h_lag", "cloudcover_1h_lag", "humidity_1h_lag", "uv_lag_1h", "season_Spring", "season_Summer", "season_Autumn", "season_Winter", "time_period_Morning", "time_period_Afternoon", "time_period_Evening", "time_period_Night"]

models/solarradiation/2024-11-26_05-41_features.json

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+["uvindex", "cloudcover", "visibility", "temp", "pressure", "humidity", "solar_elevation", "solar_angle", "day_length", "hour_sin", "hour_cos", "day_of_year_sin", "day_of_year_cos", "month_sin", "month_cos", "clear_sky_index", "atmospheric_attenuation", "theoretical_radiation", "expected_radiation", "cloud_elevation", "visibility_elevation", "uv_cloud_interaction", "temp_radiation_potential", "cloud_rolling_12h", "temp_rolling_12h", "uv_rolling_12h", "cloudcover_rolling_mean_6h", "temp_rolling_mean_6h", "temp_1h_lag", "cloudcover_1h_lag", "humidity_1h_lag", "uv_lag_1h", "season_Spring", "season_Summer", "season_Autumn", "season_Winter", "time_period_Morning", "time_period_Afternoon", "time_period_Evening", "time_period_Night"]

models/uv_index/2024-11-21_08-23_features.json

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+["temp", "humidity", "cloudcover", "visibility", "clear_sky_index", "atmospheric_transparency", "hour_sin", "hour_cos", "day_of_year_sin", "day_of_year_cos", "solar_angle", "solar_elevation", "day_length", "solar_noon", "solar_cloud_effect", "cloud_temp_interaction", "visibility_cloud_interaction", "temp_humidity_interaction", "solar_clarity_index", "cloud_rolling_12h", "temp_rolling_mean_6h", "season_Autumn", "season_Spring", "season_Summer", "season_Unknown", "season_Winter", "time_period_Afternoon", "time_period_Evening", "time_period_Morning", "time_period_Night"]

models/uv_index/2024-11-21_08-23_training_results.json

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+{
+    "model_params": {
+        "input_shape": [
+            24,
+            30
+        ],
+        "n_features": 30,
+        "sequence_length": 24
+    },
+    "training_params": {
+        "batch_size": 128,
+        "total_epochs": 100,
+        "best_epoch": 94
+    },
+    "performance_metrics": {
+        "final_loss": 0.06517542153596878,
+        "final_mae": 0.13557544350624084,
+        "best_val_loss": 0.06352950632572174,
+        "out_of_range_predictions": 0
+    },
+    "prediction_stats": {
+        "n_predictions_added": 227879,
+        "mean_predicted_uv": 0.585634171962738,
+        "min_predicted_uv": 0.0032156717497855425,
+        "max_predicted_uv": 3.182884931564331
+    }
+}