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{
"_target_": "pvnet.models.multimodal.multimodal.Model",
"output_quantiles": [
0.02,
0.1,
0.25,
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],
"nwp_encoders_dict": {
"ukv": {
"_target_": "pvnet.models.multimodal.encoders.encoders3d.DefaultPVNet",
"_partial_": true,
"in_channels": 11,
"out_features": 256,
"number_of_conv3d_layers": 6,
"conv3d_channels": 32,
"image_size_pixels": 24
},
"ecmwf": {
"_target_": "pvnet.models.multimodal.encoders.encoders3d.DefaultPVNet",
"_partial_": true,
"in_channels": 12,
"out_features": 256,
"number_of_conv3d_layers": 4,
"conv3d_channels": 32,
"image_size_pixels": 12
}
},
"sat_encoder": {
"_target_": "pvnet.models.multimodal.encoders.encoders3d.ResConv3DNet2",
"_partial_": true,
"in_channels": 11,
"out_features": 256,
"image_size_pixels": 24,
"hidden_channels": 32,
"n_res_blocks": 3,
"res_block_layers": 3,
"batch_norm": true,
"dropout_frac": 0.0
},
"add_image_embedding_channel": false,
"pv_encoder": null,
"output_network": {
"_target_": "pvnet.models.multimodal.linear_networks.networks.ResFCNet2",
"_partial_": true,
"fc_hidden_features": 128,
"n_res_blocks": 6,
"res_block_layers": 2,
"dropout_frac": 0.0
},
"embedding_dim": 16,
"include_sun": true,
"include_gsp_yield_history": false,
"forecast_minutes": 480,
"history_minutes": 120,
"min_sat_delay_minutes": 0,
"sat_history_minutes": 90,
"pv_history_minutes": 180,
"nwp_history_minutes": {
"ukv": 120,
"ecmwf": 120
},
"nwp_forecast_minutes": {
"ukv": 480,
"ecmwf": 480
},
"optimizer": {
"_target_": "pvnet.optimizers.EmbAdamWReduceLROnPlateau",
"lr": 0.0001,
"weight_decay": 0.25,
"amsgrad": true,
"patience": 5,
"factor": 0.1,
"threshold": 0.002
},
"adapt_batches": true
} |