Add model config
Browse files- config.json +57 -49
config.json
CHANGED
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@@ -1,12 +1,63 @@
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{
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"model_type": "FrontLSTM",
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"input_size_sta":
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"input_size_dyn":
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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.
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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)",
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@@ -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)",
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@@ -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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"
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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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}
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