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README.md

@@ -39,7 +39,7 @@ Data is prepared with the `ocf_datapipes.training.pvnet` datapipe [2].
 ## Results
 
 The training logs for the current model can be found here:
- - [https://wandb.ai/openclimatefix/PVNet_intra/runs/0h59976x](https://wandb.ai/openclimatefix/PVNet_intra/runs/0h59976x)
+ - [https://wandb.ai/openclimatefix/PVNet_intra/runs/dexo34ud](https://wandb.ai/openclimatefix/PVNet_intra/runs/dexo34ud)
 
 
 The training logs for all model runs of PVNet2 can be found [here](https://wandb.ai/openclimatefix/pvnet2.1).

config.json

@@ -9,6 +9,17 @@
         0.9,
         0.98
     ],
+    "nwp_encoders_dict": {
+        "ecmwf": {
+            "_target_": "pvnet.models.multimodal.encoders.encoders3d.DefaultPVNet",
+            "_partial_": true,
+            "in_channels": 11,
+            "out_features": 256,
+            "number_of_conv3d_layers": 4,
+            "conv3d_channels": 32,
+            "image_size_pixels": 12
+        }
+    },
     "sat_encoder": {
         "_target_": "pvnet.models.multimodal.encoders.encoders3d.DefaultPVNet",
         "_partial_": true,
@@ -33,12 +44,18 @@
     "include_gsp_yield_history": false,
     "forecast_minutes": 480,
     "history_minutes": 120,
-    "min_sat_delay_minutes": 0,
+    "min_sat_delay_minutes": 30,
     "sat_history_minutes": 90,
     "pv_history_minutes": 180,
-    "nwp_history_minutes": null,
-    "nwp_forecast_minutes": null,
-    "nwp_interval_minutes": null,
+    "nwp_history_minutes": {
+        "ecmwf": 120
+    },
+    "nwp_forecast_minutes": {
+        "ecmwf": 480
+    },
+    "nwp_interval_minutes": {
+        "ecmwf": 60
+    },
     "optimizer": {
         "_target_": "pvnet.optimizers.EmbAdamWReduceLROnPlateau",
         "lr": 0.0001,

data_config.yaml

@@ -10,6 +10,33 @@ input_data:
     interval_start_minutes: -120
     time_resolution_minutes: 30
     zarr_path: PLACEHOLDER.zarr
+  nwp:
+    ecmwf:
+      channels:
+      - t2m
+      - dswrf
+      - dlwrf
+      - hcc
+      - mcc
+      - lcc
+      - tcc
+      - sd
+      - sr
+      - duvrs
+      - u10
+      - v10
+      dropout_fraction: 1.0
+      dropout_timedeltas_minutes:
+      - -180
+      forecast_minutes: 720.0
+      image_size_pixels_height: 12
+      image_size_pixels_width: 12
+      interval_end_minutes: 480
+      interval_start_minutes: -120
+      max_staleness_minutes: null
+      provider: ecmwf
+      time_resolution_minutes: 60
+      zarr_path: PLACEHOLDER.zarr
   satellite:
     channels:
     - IR_016
@@ -29,7 +56,7 @@ input_data:
     image_size_pixels_width: 24
     interval_end_minutes: 0
     interval_start_minutes: -90
-    live_delay_minutes: 0
+    live_delay_minutes: 30
     satellite_image_size_pixels_height: 24
     satellite_image_size_pixels_width: 24
     time_resolution_minutes: 5

pytorch_model.bin

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1c48cc83cfb72216d3c74f9de6c6334731c022390b90ae497ea60580f1473519
-size 46635318
+oid sha256:ee782590f24c3d7be6727e7c0edc0b7245e51f8b0d002f407f29314470f92f77
+size 36002022