akshatshaw commited on
Commit
522a719
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1 Parent(s): 55b3719

Add model config

Browse files
Files changed (1) hide show
  1. config.json +57 -49
config.json CHANGED
@@ -1,12 +1,63 @@
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  {
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  "model_type": "FrontLSTM",
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- "input_size_sta": 19,
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- "input_size_dyn": 40,
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  "hidden_size": 512,
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  "output_size": 1,
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  "num_layers": 2,
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- "drop_prob": 0.3,
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  "static_features": [
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  "prcp(mm/day)",
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  "tmax(C)",
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  "tmin(C)",
@@ -17,7 +68,6 @@
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  "wind_v(m/s)",
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  "wind(m/s)",
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  "rel_hum(%)",
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- "pet(mm/day)",
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  "pet_gleam(mm/day)",
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  "aet_gleam(mm/day)",
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  "evap_canopy(mm/day)",
@@ -27,49 +77,7 @@
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  "sm_lvl3(kg/m2)",
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  "sm_lvl4(kg/m2)"
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  ],
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- "dynamic_features": [
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- "umap_40d_dim_1",
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- "umap_40d_dim_2",
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- "umap_40d_dim_3",
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- "umap_40d_dim_4",
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- "umap_40d_dim_5",
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- "umap_40d_dim_6",
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- "umap_40d_dim_7",
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- "umap_40d_dim_8",
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- "umap_40d_dim_9",
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- "umap_40d_dim_10",
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- "umap_40d_dim_11",
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- "umap_40d_dim_12",
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- "umap_40d_dim_13",
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- "umap_40d_dim_14",
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- "umap_40d_dim_15",
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- "umap_40d_dim_16",
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- "umap_40d_dim_17",
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- "umap_40d_dim_18",
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- "umap_40d_dim_19",
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- "umap_40d_dim_20",
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- "umap_40d_dim_21",
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- "umap_40d_dim_22",
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- "umap_40d_dim_23",
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- "umap_40d_dim_24",
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- "umap_40d_dim_25",
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- "umap_40d_dim_26",
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- "umap_40d_dim_27",
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- "umap_40d_dim_28",
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- "umap_40d_dim_29",
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- "umap_40d_dim_30",
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- "umap_40d_dim_31",
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- "umap_40d_dim_32",
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- "umap_40d_dim_33",
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- "umap_40d_dim_34",
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- "umap_40d_dim_35",
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- "umap_40d_dim_36",
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- "umap_40d_dim_37",
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- "umap_40d_dim_38",
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- "umap_40d_dim_39",
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- "umap_40d_dim_40"
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- ],
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- "test_rmse": 601.3206787109375,
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- "test_mae": 169.7910614013672,
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- "test_r2": 0.048280939963296965
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  }
 
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  {
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  "model_type": "FrontLSTM",
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+ "input_size_sta": 49,
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+ "input_size_dyn": 18,
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  "hidden_size": 512,
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  "output_size": 1,
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  "num_layers": 2,
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+ "drop_prob": 0.1,
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  "static_features": [
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+ "elev_mean",
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+ "slope_mean",
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+ "ghi_area",
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+ "dpsbar",
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+ "freq_q_low",
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+ "freq_q_high",
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+ "p_mean",
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+ "mean_anum_flow",
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+ "bfi",
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+ "runoff_ratio",
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+ "p_mean_anum",
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+ "q_mean",
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+ "mean_swmn_flow",
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+ "mean_atmn_flow",
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+ "mean_wint_flow",
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+ "mean_sumr_flow",
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+ "high_prec_freq",
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+ "low_prec_freq",
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+ "max_high_prec_dur",
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+ "max_low_prec_dur",
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+ "aridity_p_pet",
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+ "water_frac",
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+ "trees_frac",
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+ "flooded_veg_frac",
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+ "crops_frac",
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+ "built_area_frac",
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+ "lai_mean",
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+ "soil_depth",
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+ "soil_awc_top",
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+ "soil_awc_sub",
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+ "soil_awsc_min",
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+ "soil_awsc_max",
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+ "sand_frac_top",
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+ "sand_frac_sub",
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+ "silt_frac_top",
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+ "silt_frac_sub",
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+ "clay_frac_top",
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+ "clay_frac_sub",
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+ "gravel_frac_top",
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+ "gravel_frac_sub",
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+ "bulkdense_top_mean",
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+ "bulkdens_sub_mean",
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+ "wtd",
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+ "org_carb_sub_mean",
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+ "org_carb_top_mean",
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+ "geol_porosity",
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+ "geol_permeability",
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+ "total_storage",
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+ "reservoir_index"
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+ ],
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+ "dynamic_features": [
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  "prcp(mm/day)",
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  "tmax(C)",
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  "tmin(C)",
 
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  "wind_v(m/s)",
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  "wind(m/s)",
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  "rel_hum(%)",
 
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  "pet_gleam(mm/day)",
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  "aet_gleam(mm/day)",
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  "evap_canopy(mm/day)",
 
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  "sm_lvl3(kg/m2)",
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  "sm_lvl4(kg/m2)"
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  ],
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+ "test_rmse": 361.0433044433594,
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+ "test_mae": 100.75887298583984,
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+ "test_r2": 0.6568179124833937
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  }